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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="1.3" xml:lang="en" article-type="research-article"><?properties open_access?><?properties manuscript?><processing-meta base-tagset="archiving" mathml-version="3.0" table-model="xhtml" tagset-family="jats"><restricted-by>pmc</restricted-by></processing-meta><front><journal-meta><journal-id journal-id-type="nlm-journal-id">101735834</journal-id><journal-id journal-id-type="pubmed-jr-id">48079</journal-id><journal-id journal-id-type="nlm-ta">Citiz Sci</journal-id><journal-id journal-id-type="iso-abbrev">Citiz Sci</journal-id><journal-title-group><journal-title>Citizen science : theory and practice</journal-title></journal-title-group><issn pub-type="epub">2057-4991</issn></journal-meta><article-meta><article-id pub-id-type="pmid">38616822</article-id><article-id pub-id-type="pmc">11010391</article-id><article-id pub-id-type="doi">10.5334/cstp.616</article-id><article-id pub-id-type="manuscript">HHSPA1977255</article-id><article-categories><subj-group subj-group-type="heading"><subject>Article</subject></subj-group></article-categories><title-group><article-title>Citizen Science as an Approach for Responding to the Threat of <italic toggle="yes">Anopheles stephensi</italic> in Africa</article-title></title-group><contrib-group><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0002-5537-5366</contrib-id><name><surname>CARNEY</surname><given-names>RYAN M.</given-names></name><aff id="A1">Department of Integrative Biology, University of South Florida (USF), Tampa, FL 33620, USA</aff></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0002-8945-8303</contrib-id><name><surname>LONG</surname><given-names>ALEX</given-names></name><aff id="A2">Woodrow Wilson International Center for Scholars, Washington, D.C. 20007, USA</aff></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0002-7912-4350</contrib-id><name><surname>LOW</surname><given-names>RUSSANNE D.</given-names></name><aff id="A3">Institute for Global Environmental Strategies, Arlington, VA 22202, USA</aff></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0001-5316-0567</contrib-id><name><surname>ZOHDY</surname><given-names>SARAH</given-names></name><aff id="A4">US President&#x02019;s Malaria Initiative, Entomology Branch, US Centers for Disease Control and Prevention, Atlanta, GA 30333, USA</aff></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0002-2648-7860</contrib-id><name><surname>PALMER</surname><given-names>JOHN R. B.</given-names></name><aff id="A5">Department of Political and Social Sciences, Universitat Pompeu Fabra, Barcelona 08005, Spain</aff></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0003-2175-5501</contrib-id><name><surname>ELIAS</surname><given-names>PETER</given-names></name><aff id="A6">Department of Geography, University of Lagos, Nigeria</aff></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0001-6908-3797</contrib-id><name><surname>BARTUMEUS</surname><given-names>FREDERIC</given-names></name><aff id="A7">Centre d&#x02019;Estudis Avan&#x000e7;ats de Blanes (CEAB-CSIC), Blanes 17300, Spain; Centre de Recerca Ecol&#x000f2;gica i Aplicacions Forestals (CREAF), Cerdanyola del Vall&#x000e8;s 08193, Spain; Instituci&#x000f3; Catalana de Recerca i Estudis Avan&#x000e7;ats (ICREA), Barcelona 08010, Spain</aff></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0002-5853-0990</contrib-id><name><surname>NJOROGE</surname><given-names>LABAN</given-names></name><aff id="A8">Section of Invertebrates Zoology, National Museums of Kenya, Museum Hill Road, Nairobi, Kenya</aff></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0009-0004-9714-5990</contrib-id><name><surname>MUNIAFU</surname><given-names>MAINA</given-names></name><aff id="A9">School of Pharmacy and Health Sciences, United States International University, Nairobi, Kenya</aff></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0003-3057-5107</contrib-id><name><surname>UELMEN</surname><given-names>JOHNNY A.</given-names></name><aff id="A10">Department of Integrative Biology, University of South Florida (USF), Tampa, FL 33620, USA</aff></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0003-4067-6438</contrib-id><name><surname>RAHOLA</surname><given-names>NIL</given-names></name><aff id="A11">MIVEGEC Unit, Montpellier University, IRD, CNRS, Montpellier, France</aff></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0002-5330-8549</contrib-id><name><surname>CHELLAPPAN</surname><given-names>SRIRAM</given-names></name><aff id="A12">Department of Computer Science and Engineering, University of South Florida, Tampa, FL 33620, USA</aff></contrib></contrib-group><author-notes><corresp id="CR1"><bold>CORRESPONDING AUTHOR: Ryan M. Carney,</bold> Department of Integrative Biology, University of South Florida (USF), Tampa, FL 33620, USA, <email>ryancarney@usf.edu</email></corresp></author-notes><pub-date pub-type="nihms-submitted"><day>15</day><month>3</month><year>2024</year></pub-date><pub-date pub-type="ppub"><year>2023</year></pub-date><pub-date pub-type="pmc-release"><day>12</day><month>4</month><year>2024</year></pub-date><volume>8</volume><issue>1</issue><elocation-id>10.5334/cstp.616</elocation-id><permissions><license><ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/" specific-use="textmining" content-type="ccbylicense">https://creativecommons.org/licenses/by/4.0/</ali:license_ref><license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (CC-BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. See <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">http://creativecommons.org/licenses/by/4.0/</ext-link>.</license-p></license></permissions><abstract id="ABS1"><p id="P1">Even as novel technologies emerge and medicines advance, pathogen-transmitting mosquitoes pose a deadly and accelerating public health threat. Detecting and mitigating the spread of <italic toggle="yes">Anopheles stephensi</italic> in Africa is now critical to the fight against malaria, as this invasive mosquito poses urgent and unprecedented risks to the continent. Unlike typical African vectors of malaria, <italic toggle="yes">An. stephensi</italic> breeds in both natural and artificial water reservoirs, and flourishes in urban environments. With <italic toggle="yes">An. stephensi</italic> beginning to take hold in heavily populated settings, citizen science surveillance supported by novel artificial intelligence (AI) technologies may offer impactful opportunities to guide public health decisions and community-based interventions. Coalitions like the Global Mosquito Alert Consortium (GMAC) and our freely available digital products can be incorporated into enhanced surveillance of <italic toggle="yes">An. stephensi</italic> and other vector-borne public health threats. By connecting local citizen science networks with global databases that are findable, accessible, interoperable, and reusable (FAIR), we are leveraging a powerful suite of tools and infrastructure for the early detection of, and rapid response to, (re)emerging vectors and diseases.</p></abstract><kwd-group><kwd>Africa</kwd><kwd><italic toggle="yes">Anopheles stephensi</italic></kwd><kwd>artificial intelligence</kwd><kwd>citizen science</kwd><kwd>malaria</kwd><kwd>mosquito</kwd></kwd-group></article-meta></front><body><sec id="S1"><title>INTRODUCTION</title><p id="P2">Malaria is a disease caused by <italic toggle="yes">Plasmodium</italic> parasites that are transmitted by a subset of female mosquitoes in the genus <italic toggle="yes">Anopheles</italic>. This disease was first documented as a health threat as early as 3200 BCE and has been plaguing humanity ever since (<xref rid="R23" ref-type="bibr">Institute of Medicine [US] 2004</xref>). In 2020, malaria cases worldwide rose to 241,000,000 &#x02013; killing 627,000 people, almost half a million of whom were children under the age of five (<xref rid="R53" ref-type="bibr">World Health Organization [WHO] 2021</xref>). While there are five species of the parasite that can lead to human malaria, <italic toggle="yes">Plasmodium (P.) falciparum</italic> and <italic toggle="yes">P. vivax</italic> are the two of primary concern in Africa&#x02014;the continent with 95% of cases and 96% of deaths (<xref rid="R54" ref-type="bibr">WHO 2022a</xref>). There are 30&#x02013;40 species of <italic toggle="yes">Anopheles</italic> mosquitoes known to transmit human malaria, but the principal vectors in Africa are the <italic toggle="yes">Anopheles (An.) gambiae</italic> complex and <italic toggle="yes">An. funestus</italic> group (<xref rid="R9" ref-type="bibr">Centers for Disease Control and Prevention [CDC] 2020</xref>). Given that these indigenous vectors thrive in natural habitats of standing water, such as puddles and rice paddies, malaria has previously been a predominantly rural disease (<xref rid="R40" ref-type="bibr">Sinka et al. 2020</xref>; <xref rid="R49" ref-type="bibr">Villena et al. 2022</xref>).</p><p id="P3">Although malaria is already a substantial burden in Africa, the situation has now become even more complicated and urgent with the recent discovery of an invasive species, <italic toggle="yes">An. stephensi</italic>, present throughout the Horn of Africa and beyond (<xref rid="R55" ref-type="bibr">WHO 2022b</xref>). What is especially troubling about these findings is the urban nature of <italic toggle="yes">An. stephensi</italic>, as this mosquito has the ability to reproduce and thrive in artificial water storage containers (<xref rid="R43" ref-type="bibr">Surendran et al. 2019</xref>), which are plentiful in areas without piped water. A characteristic of urban development in Africa has been its unplanned and unstructured nature, where residential buildings are crammed into small areas without accompanying infrastructure such as pathways, drainage, or waste disposal points. These factors result in a myriad of potential breeding locations for <italic toggle="yes">An. stephensi</italic> following rainfall episodes. Further exacerbating this threat, <italic toggle="yes">An. stephensi</italic> has been found to be a highly competent vector of both <italic toggle="yes">P. falciparum</italic> and <italic toggle="yes">P. vivax</italic> (<xref rid="R44" ref-type="bibr">Tadesse et al. 2021</xref>) and highly resistant to nearly all the insecticides used in malaria mosquito control (<xref rid="R6" ref-type="bibr">Balkew et al. 2021</xref>). Considering this species&#x02019; great capacity for proliferation and disease transmission, understanding its distribution throughout the continent&#x02014;and especially in new areas&#x02014;is of utmost importance.</p></sec><sec id="S2"><title>THE <italic toggle="yes">ANOPHELES STEPHENSI</italic> PROBLEM</title><p id="P4">This species was previously thought to be confined to urban areas in southern Asia and the Arabian Peninsula and absent in the Horn of Africa. However, in 2012, <italic toggle="yes">An. stephensi</italic> was discovered in association with an outbreak of malaria in Djibouti City (Djibouti), which resulted in urgent calls for increased surveillance and tracking of this invasive vector (<xref rid="R16" ref-type="bibr">Faulde et al. 2014</xref>). Just three or four years following its detection in Djibouti and subsequently in Ethiopia, populations of <italic toggle="yes">An. stephensi</italic> were found to persist year-round, unlike indigenous vectors, creating opportunities for sustained and significant malaria outbreaks at unprecedented times of the year (<xref rid="R12" ref-type="bibr">de Santi et al. 2021</xref>, <xref rid="R45" ref-type="bibr">Tadesse et al. 2023</xref>). Such a scenario seems to have played out in Djibouti, where reported cases of malaria rose from only 27 to 73,535 between 2012 and 2020 (<xref rid="R53" ref-type="bibr">WHO 2021</xref>). Similarly, recent data from Ethiopia demonstrate that <italic toggle="yes">An. stephensi</italic> drove transmission of a malaria outbreak during the dry season in Dire Dawa in 2022 (<xref rid="R45" ref-type="bibr">Tadesse et al. 2023</xref>).</p><p id="P5">By 2023, invasive <italic toggle="yes">An. stephensi</italic> had been reported in Djibouti, Eritrea, Ethiopia, Ghana, Kenya, Nigeria, Somalia, and Sudan, as well as Sri Lanka and Yemen (<xref rid="R57" ref-type="bibr">WHO 2023a</xref>; <xref rid="R35" ref-type="bibr">Ochomo et al. 2023</xref>). This range expansion means that more and more new communities require immediate public health interventions. Specifically, mitigating the spread of this vector relies upon early detection and sustained surveillance throughout the year (<xref rid="R50" ref-type="bibr">Whittaker et al. 2023</xref>), coupled with rapid response prior to full establishment, whereupon elimination becomes difficult if not impossible. There is also the danger of this vector reestablishing malaria in regions where the disease had previously been eradicated. If left unchecked, the spread of <italic toggle="yes">An. stephensi</italic> on the African continent alone is estimated to put an additional 126 million people at risk of malaria (<xref rid="R40" ref-type="bibr">Sinka et al. 2020</xref>).</p><p id="P6">This accelerating risk is made clear by the September 2022 announcement of the <italic toggle="yes">WHO initiative to stop the spread of</italic> Anopheles stephensi <italic toggle="yes">in Africa</italic> (<xref rid="R56" ref-type="bibr">WHO 2022c</xref>), following the WHO&#x02019;s first vector alert concerning <italic toggle="yes">An. stephensi</italic> in 2019 (<xref rid="R19" ref-type="bibr">Global Malaria Program 2019</xref>). The announcement was made as pressure mounted to address the new threats to urban areas that <italic toggle="yes">An. stephensi</italic> poses. This initiative takes a five-pronged approach:</p><list list-type="order" id="L2"><list-item><p id="P7">&#x0201c;increasing collaboration across sectors and border[s];</p></list-item><list-item><p id="P8">strengthening surveillance to determine the extent of the spread of <italic toggle="yes">An. stephensi</italic> and its role in transmission;</p></list-item><list-item><p id="P9">improving information exchange on the presence of <italic toggle="yes">An. stephensi</italic> and on efforts to control it;</p></list-item><list-item><p id="P10">developing guidance for national malaria control programmes on appropriate ways to respond to <italic toggle="yes">An. stephensi</italic>;</p></list-item><list-item><p id="P11">prioritizing research to evaluate the impact of interventions and tools against <italic toggle="yes">An. stephensi</italic>&#x0201d; (<xref rid="R56" ref-type="bibr">WHO 2022c</xref>).</p></list-item></list><p id="P12">The WHO initiative also recommends that national responses be guided by four pillars laid out in its global vector response framework, including &#x0201c;engaging and mobilizing communities&#x0201d; and &#x0201c;scaling up and integrating tools and approaches&#x0201d; (<xref rid="R52" ref-type="bibr">WHO 2017</xref>). These priorities build on the no-longer-novel idea that to effectively monitor mosquitoes and manage outbreaks, community-centered innovations must be considered.</p><p id="P13">With respect to monitoring <italic toggle="yes">An. stephensi</italic> in particular, one key problem is the fact that identification of this species in the adult stage (<xref rid="F1" ref-type="fig">Figure 1</xref>) and especially the larval stage is challenging. Additionally, adult-collection methods such as CDC light traps and pyrethrum spray catches are unreliable and insufficient for <italic toggle="yes">An. stephensi</italic> (<xref rid="R48" ref-type="bibr">US President&#x02019;s Malaria Initiative [PMI] 2023</xref>). Even if efficacy were not an issue, traditional mosquito-collection methods are expensive, require expertise and time, and are difficult to implement across large areas and jurisdictional boundaries. However, citizen science surveillance can be cost-effective and scalable, and can provide comparable quality and predictive power (<xref rid="R37" ref-type="bibr">Palmer et al. 2017</xref>).</p></sec><sec id="S3"><title>THE CITIZEN SCIENCE SOLUTION</title><p id="P14">The aforementioned goals can be better realized by incorporating projects that harness citizen science, also known as community science, via mobile app-based tools and campaigns that augment, motivate, and support community-centered mosquito surveillance programs. Members of the public can contribute useful data by taking photographs of mosquitoes, locating and mitigating oviposition (breeding) sites, and documenting the presence of larvae, pupae, or mosquito bites. Such real-time information can allow new vector populations to be more nimbly detected as they arise, and apps such as these can be used in any community where there is a smartphone accessible. Citizen science thus has the potential to leverage the efforts of the general public to obtain the volume, velocity, and variety of data needed at local, continental, and global scales, in order to inform mosquito control strategies and to improve our predictive models of vector-borne disease. A recent literature review has identified citizen science projects that provide effective mosquito surveillance and operate on various spatial scales, and many of these have reported actionable outcomes that support mosquito control strategies (<xref rid="R41" ref-type="bibr">Sousa et al. 2022</xref>). The three international mobile app projects comprising the backbone of our coalition&#x02019;s efforts are described below.</p><sec id="S4"><title>GLOBE OBSERVER</title><p id="P15">A promising approach to expanding the reach of citizen science-based mosquito surveillance is collaborating with partners such as GLOBE (est. 1995), an international organization created through bilateral country agreements with the US Department of State. Specifically, NASA&#x02019;s GLOBE Observer mobile app (<ext-link xlink:href="http://observer.globe.gov" ext-link-type="uri">observer.globe.gov</ext-link>) is available for use in 127 countries and has been translated into 15 languages. The GLOBE program has a long track record of engaging students and citizen scientists, with more than 200 million observations logged since 1995 (<xref rid="R2" ref-type="bibr">Amos et al. 2020</xref>; <xref rid="R27" ref-type="bibr">Low et al. 2022</xref>). User-provided data includes information on and photos of mosquito larvae, pupae, and breeding habitats collected using the Mosquito Habitat Mapper tool. Through the Land Cover tool, ecological information and photos are collected, which can complement the mosquito data in subsequent analyses; participants are prompted through the app to take such coincident observations after using the Mosquito Habitat Mapper tool.</p><p id="P16">Historically, creation of the Mosquito Habitat Mapper tool was stimulated by the GLOBE community in Africa, who developed the initial protocol for local use in the 1990s. This work was then incorporated into the GLOBE Program as a scientifically vetted international protocol in 2014. The digital app was codeveloped with GLOBE partners in Thailand and Africa in 2016, and was first tested in partnership with communities in Peru and Brazil in 2017, in response to the previous year&#x02019;s epidemic of Zika. The app particularly targeted the vectors of that disease, <italic toggle="yes">Aedes</italic> (<italic toggle="yes">Ae</italic>.) <italic toggle="yes">aegypti</italic> and <italic toggle="yes">Ae. albopictus</italic>. In Africa, GLOBE citizen science has provided actionable data for mosquito control, for example by demonstrating that the most frequent oviposition sites vary among three communities in Senegal (<xref rid="R26" ref-type="bibr">Low et al. 2021</xref>). In Latin America, access to and use of citizen science data collection apps have proved to be motivating, especially for adolescents, and the Cooperative for Assistance and Relief Everywhere&#x02019;s &#x0201c;Juntos ante el Zika&#x0201d; (Together Fighting Against Zika) project incorporated GLOBE Observer Mosquito Habitat Mapper training and use into youth-led community mosquito-awareness programs. Internationally, behavioral data collected using the GLOBE Observer Mosquito Habitat Mapper app has shown that the majority of citizen scientists who collected data were also motivated to reduce the availability of breeding sites by removing, draining, or covering water containers where possible (<xref rid="R26" ref-type="bibr">Low et al. 2021</xref>).</p></sec><sec id="S5"><title>MOSQUITO ALERT</title><p id="P17">Mosquito Alert (<ext-link xlink:href="http://mosquitoalert.com" ext-link-type="uri">mosquitoalert.com</ext-link>) is an international citizen science project involving the submission of photos of adult mosquitoes as well as information on mosquito bites and breeding habitats (<xref rid="F2" ref-type="fig">Figure 2a</xref>). The app has been translated into 19 languages, including languages broadly spoken in Africa, such as French and English. The app provides instructions on taking the mosquito photos so they are suitable for species identification and subsequent expert validation (e.g., &#x0201c;Try to photograph the mosquito so that the markings on its thorax and legs can be seen;&#x0201d; <ext-link xlink:href="https://www.mosquitoalert.com/en/project/envia-datos/tips-for-your-photos/" ext-link-type="uri">https://www.mosquitoalert.com/en/project/envia-datos/tips-for-your-photos/</ext-link>). As a form of gamification to incentivize participation, citizen scientists are awarded points based on the type of mosquito and breeding site reported, as well as extra bonuses for actions such as participating frequently. The accumulation of points allows users to reach five different levels and be placed on a leaderboard with global rankings of users. There are also trophies based on various milestones. In addition, Mosquito Alert has created customized management portals and alerts, for communicating directly with agencies and users (<xref rid="R7" ref-type="bibr">Bartumeus et al. 2018</xref>), as well as data-visualization tools such as vector risk maps (e.g., <ext-link xlink:href="https://labs.mosquitoalert.com/MosquitoAlertES/" ext-link-type="uri">https://labs.mosquitoalert.com/MosquitoAlertES/</ext-link>).</p><p id="P18">Since its inception in 2014, Mosquito Alert has demonstrated how citizen scientist action has improved understanding of the movement and location of vector species in Spain, compared with that of municipal mosquito control programs alone (<xref rid="R37" ref-type="bibr">Palmer et al. 2017</xref>). It is often the case that participants do not send pictures of targeted species but of similar ones or of species that are strange to them. Indeed, the discovery of <italic toggle="yes">Ae. japonicus</italic> in the north of Spain in 2018 has demonstrated that citizen scientists can report species of public health interest other than the species identified <italic toggle="yes">a priori</italic> by scientists (<xref rid="R15" ref-type="bibr">Eritja et al. 2019</xref>; <xref rid="R14" ref-type="bibr">Eritja et al. 2021</xref>). <italic toggle="yes">Ae. japonicus</italic> was not included in the initial versions of Mosquito Alert deployed in the country because, contrary to the information on <italic toggle="yes">Ae. aegypti</italic>, there were no previous records of this species in Spain. <italic toggle="yes">Ae. japonicus</italic> appeared for the first time in 2000 in eastern France, and dispersed to Belgium, Switzerland, and Germany (2008), and from there to other northern and eastern European countries (Austria, Slovenia, Netherlands, Hungary, Croatia), to finally appear in Italy and Liechtenstein in 2015. The 2018 discovery reported by a Mosquito Alert participant in the north of Spain was validated in the field by the Spanish Ministry of Health, enhanced further citizen-based monitoring, and activated different field surveillance strategies by experts in the area (<xref rid="R14" ref-type="bibr">Eritja et al. 2021</xref>). In addition, the species was added as one of the target species in the citizen science-based system.</p><p id="P19">There are plans for Mosquito Alert to redesign its data collection system to include, among other new features, the genus <italic toggle="yes">Anopheles</italic>, so as to better fight malaria in Africa. Even if <italic toggle="yes">An. stephensi</italic> is not explicitly included in the app&#x02019;s mosquito guide, initiating deployments of the app in Africa would be useful.</p></sec><sec id="S6"><title>iNATURALIST</title><p id="P20">The social networking platform iNaturalist (inaturalist. org) is available via mobile app and web browser and in more than 50 languages, including Arabic, French, and Portuguese. Users submit photos (or sound recordings) of wild organisms, along with a date and location data. These organisms are then identified by other users, and at least two-thirds of these crowdsourced taxonomic classifications must agree for the record to be designated as &#x0201c;Research Grade.&#x0201d; (To date, only one Research Grade observation of <italic toggle="yes">An. stephensi</italic> exists on the iNaturalist platform, which was recorded in Kuwait in November 2021). Users can also subscribe to taxa, locations, and other users, which provides daily updates on submissions of interest and thus a means of monitoring natural populations.</p><p id="P21">Further platform engagement and promotion can occur through coordinated &#x0201c;bioblitzes,&#x0201d; which are community events targeting one or more species at a given location for a short period, or through project pages that cover larger geographic areas and/or longer spans of time, and include leaderboards for the number of observations and identifications (<xref rid="F3" ref-type="fig">Figure 3</xref>). Our previous efforts on this platform have included various targeted citizen science campaigns in the Americas (<ext-link xlink:href="http://mosquitoAI.org" ext-link-type="uri">mosquitoAI.org</ext-link>), which yielded detections of invasive vector mosquitoes in new areas (<xref rid="R8" ref-type="bibr">Carney et al. 2022</xref>) and validation data for a mosquito habitat model (<xref rid="R47" ref-type="bibr">Uelmen et al. 2023</xref>). More recently, we have launched a campaign in Africa focused on <italic toggle="yes">An. stephensi</italic> (<ext-link xlink:href="http://mosquitoesinAfrica.org" ext-link-type="uri">mosquitoesinAfrica.org</ext-link>; <xref rid="F3" ref-type="fig">Figure 3</xref>). These observations have already led to the discovery of a previously undocumented phenomenon, mosquito bite-induced color change in chameleon skin (<xref rid="R18" ref-type="bibr">Garcia et al., in revision</xref>), demonstrating the utility and serendipity of citizen science observations.</p></sec><sec id="S7"><title>THE GLOBAL MOSQUITO ALERT CONSORTIUM</title><p id="P22">These successes observed in local and regional citizen science surveillance projects suggest the importance of collaboration in the scientific community to make data, tools, and expertise available worldwide. This is especially true for low-resource communities that can benefit from the use of ready-made, widely available data collection apps, a cloud-based archive, and open-source analysis tools developed for the greater good by others and available at no cost.</p><p id="P23">This was the vision behind the creation of GMAC. Hosted by the Woodrow Wilson International Center for Scholars (Wilson Center), the European Citizen Science Association (ECSA), and the United Nations Environment Programme, representatives from seven citizen science programs focused on mosquito surveillance convened in 2017 to envision an inclusive international effort to support mosquito surveillance and mitigation (<xref rid="R46" ref-type="bibr">Tyson et al. 2018</xref>; <xref rid="R36" ref-type="bibr">Palmer et al. 2018</xref>). The expressed goal of this project was to provide a digital infrastructure that could harness rapidly emerging open-data tools and capabilities, together with mosquito data from across the globe. Subsequent to this meeting, significant steps have been made to make this vision a reality.</p><p id="P24">Through a GMAC collaboration, multiple international citizen science platforms&#x02014;Mosquito Alert, Mosquito Habitat Mapper, Land Cover, and iNaturalist&#x02014;were aligned to the Open Geospatial Consortium data interoperability standards (<xref rid="R22" ref-type="bibr">Ingle et al. 2021</xref>) and harmonized into the Global Mosquito Observations Dashboard (<xref rid="R20" ref-type="bibr">GMOD; mosquitodashboard.org</xref>; <xref rid="F4" ref-type="fig">Figure 4</xref>; <xref rid="R8" ref-type="bibr">Carney et al. 2022</xref>). With this open and findable, accessible, interoperable, and reusable (FAIR) infrastructure now in place, it is possible to promote worldwide participation in mosquito surveillance to better meet scientific and public health goals. The large and increasing number of observations displayed on the GMOD (~300 K at time of print) highlights the already-established international usage of these apps for tracking mosquito populations.</p><p id="P25">This work was conducted across multiple research organizations, private collaborators, and government entities, including the University of South Florida, the Wilson Center, the US Department of State, the Institute for Global Environmental Strategies, Universitat Pompeu Fabra, Spanish National Research Council, NASA, iNaturalist, and many more. The sheer breadth of collaborators involved in this work should indicate how the integration of even relatively similar citizen science projects takes ample resources, international partnerships, and time. GMAC and its products are realizing the vision of empowering decentralized, local citizen science communities with open tools. These tools enable a broad cross-section of the world&#x02019;s citizens to contribute to mosquito monitoring and public health in their own communities and to play a role in the global fight against diseases transmitted by mosquitoes.</p></sec></sec><sec id="S8"><title>NEXT-GENERATION SURVEILLANCE OF <italic toggle="yes">ANOPHELES STEPHENSI</italic></title><p id="P26">As Africa is undergoing multiple <italic toggle="yes">An. stephensi</italic>&#x02013;driven malaria outbreaks, innovative forms of surveillance are necessary. The free products (apps, dashboard, protocols) and global connections fostered by the GMAC may offer such tools and an additional network to leverage for tracking the spread of <italic toggle="yes">An. stephensi</italic>.</p><p id="P27">With respect to materials for monitoring <italic toggle="yes">An. stephensi</italic> in particular, one of the key challenges is that this species can be easily confused with similar-looking congenerics. Therefore, as a complement to a recent key that includes this taxon (<xref rid="R11" ref-type="bibr">Coetzee 2020</xref>), we provide an identification reference image to assist citizen scientists and scientists alike in distinguishing between adult females of <italic toggle="yes">An. stephensi</italic> and the <italic toggle="yes">An. gambiae</italic> complex (<xref rid="F1" ref-type="fig">Figure 1</xref>). The diagnostic markings on the mouthparts and wings are observable via a smartphone with a 60&#x000d7; clip-on lens. However, smartphone photos of adult mosquitoes&#x02014;unlike the larvae&#x02014;need not be taken through a 60&#x000d7; clip-on lens for submission to the aforementioned apps or for the artificial intelligence (AI) analysis below.</p><p id="P28">Another current challenge is that validation of citizen scientist mosquito identifications is critical for mosquito data to be scientifically useful. The Mosquito Alert platform employs expert communities to validate and annotate mosquito photos submitted by citizen scientists (<xref rid="R25" ref-type="bibr">Ju&#x0017e;ni&#x0010d;-Zonta et al. 2022</xref>) and is increasingly turning to AI as a scalable strategy (<xref rid="R38" ref-type="bibr">Pataki et al. 2021</xref>; <xref rid="R8" ref-type="bibr">Carney et al. 2022</xref>). Volunteer entomologists validate the species on a highly heterogeneous timeframe of days to months, depending on their availability to log onto the platform (which may be poor when they are busy with their regional surveillance). We plan to reduce this bottleneck by means of an AI that can analyze and annotate a percentage of photos with an identification score, assigning them as &#x0201c;not classified&#x0201d; if below the threshold of confidence. Although this process may produce some false positives, it will mean that we can immediately return information to citizen scientists and add observations to the public map. It will thus decouple the process from the slower but more accurate validation procedure followed by human experts, who will still revise the results as needed later on.</p><p id="P29">A related opportunity is our development and deployment of novel AI methods to identify <italic toggle="yes">An. stephensi</italic> in particular. Specifically, these algorithms identify the genus and/or species of larval or adult mosquitoes using smartphone photos submitted directly by citizen scientists (<xref rid="R28" ref-type="bibr">Minakshi et al. 2020a</xref>, <xref rid="R29" ref-type="bibr">2020b</xref>; <xref rid="R8" ref-type="bibr">Carney et al. 2022</xref>, in preparation). Other algorithms identify the larval anatomy and adult gonotrophic stage (unfed, fed, semi-gravid, gravid) (<xref rid="R5" ref-type="bibr">Azam et al., in revision</xref>). Results include image heat maps for explainability and validation. Free beta versions of these AI algorithms are available online (<ext-link xlink:href="http://mosquitoID.org" ext-link-type="uri">mosquitoID.org</ext-link>; <xref rid="F5" ref-type="fig">Figure 5</xref>) for others to use in surveillance. The algorithms are also used by our team to automatically process the incoming citizen science images of larval and adult mosquitoes from Mosquito Habitat Mapper, Mosquito Alert, and iNaturalist on a daily basis, to detect potential <italic toggle="yes">An. stephensi</italic>. These AI efforts are ongoing, and more work is being done to expand the training-image database and to test the model&#x02019;s accuracy through molecular testing and further validation exercises. In its final form, this method could complement the need for DNA sequencing and allow for more rapid alerting of local authorities to <italic toggle="yes">An. stephensi</italic> presence and abundance.</p><p id="P30">Larval surveillance&#x02014;especially around human dwellings and animal shelters/pens&#x02014;is especially important for <italic toggle="yes">An. stephensi</italic> (<xref rid="R1" ref-type="bibr">Ahmed et al. 2022</xref>; <xref rid="R48" ref-type="bibr">US PMI 2023</xref>), and such efforts should utilize the Mosquito Habitat Mapper tool. In Africa, this process has already been piloted through our citizen science activities in countries such as Ethiopia and Madagascar. In Madagascar, a photo of an anopheline larva from a tire&#x02014;in conjunction with a total of &#x0003e; 100 anopheline larvae reported from three other artificial containers&#x02014;was submitted to the app in March 2020 (<xref rid="F4" ref-type="fig">Figure 4</xref>, inset). Subsequent classification as <italic toggle="yes">An. stephensi</italic> by our AI (Carney et al., in preparation) prompted immediate, sustained, and targeted local surveillance at and around the original site, starting in 2022, along with training workshops and the distribution of promotional flyers in English and French, as well as of 60&#x000d7; clip-on lenses. Since that year, similar citizen science activities have also been integrated into the formal surveillance efforts to detect <italic toggle="yes">An. stephensi</italic> in nearby Mauritius (<xref rid="R24" ref-type="bibr">Iyaloo et al. 2022</xref>).</p></sec><sec id="S9"><title>THE STATE OF CITIZEN SCIENCE IN AFRICA</title><p id="P31">For scaling the deployment of such efforts throughout Africa, it is important to acknowledge lessons learned from previous related efforts, as well as the current landscape of citizen science in general. Given the need for improved mosquito monitoring to successfully control malaria (<xref rid="R30" ref-type="bibr">Mnzava et al. 2014</xref>), researchers in Rwanda have proposed and subsequently investigated citizen science approaches for complementing existing vector surveillance and health networks (<xref rid="R31" ref-type="bibr">Murindahabi et al. 2018</xref>, <xref rid="R32" ref-type="bibr">2021</xref>; see also companion paper on human behavior, <xref rid="R4" ref-type="bibr">Asingizwe et al. 2018</xref>). Results demonstrated that citizen science efforts can provide valuable information on the bionomics of the vector as well as on the spatial and temporal variation in the risk of malaria, all of which can contribute to the planning and cost-effective deployment of mosquito control strategies (<xref rid="R32" ref-type="bibr">Murindahabi et al. 2021</xref>). The authors also emphasized the central role of community health workers, especially in providing the critical link between government stakeholders and communities (<xref rid="R31" ref-type="bibr">Murindahabi et al. 2018</xref>). Similarly, community knowledge and experiences were harnessed to accurately assess the density and distribution of mosquito populations in three rural villages in Tanzania (<xref rid="R33" ref-type="bibr">Mwangungulu et al. 2016</xref>).</p><p id="P32">These efforts exemplify what <xref rid="R3" ref-type="bibr">Ashepet et al. 2021</xref> identified as the three contributions that citizen science can make toward vector-borne diseases in Africa: boosting data collection, tapping into local knowledge, and building durable partnerships between communities and scientists. In turn, such contributions can help to overcome the three major challenges of controlling vector-borne diseases on the continent: insufficient mosquito data and experts, absence of sociocultural perspectives, and reactive short-term approaches implemented from the top-down (<xref rid="R3" ref-type="bibr">Ashepet et al. 2021</xref>). More generally, these authors also found that few African citizen science studies are focused on vector-borne diseases or public health, with the preponderance of studies focused on biodiversity/ecology (as well as clustered in East and South Africa) (<xref rid="R3" ref-type="bibr">Ashepet et al. 2021</xref>).</p><p id="P33">Citizen science on the continent also lacks a comprehensive database to show the existence, activities, and relevance for various United Nations sustainable development goals (SDGs). Therefore, the International Science Council&#x02019;s Committee on Data Task Group on the SDGs undertook a study in 2020 to understand the landscape of citizen science projects in Africa and their potential contributions to the SDGs, with a focus on clean water and sanitation (SDG 6) and sustainable cities (SDG 11)&#x02014;both topics that have relevance to urban water-breeding mosquitoes (<xref rid="R13" ref-type="bibr">Elias et al., 2023</xref>). The survey involved 102 citizen science projects in Africa, and yielded 53 adequately completed responses (52% response rate). Results indicate that 56% and 44% of the projects reported involved SDGs 6 and 11, respectively. The survey also reveals that the primary purposes for the establishment of citizen science projects were to advance research (51%), to educate the public (43%), to ensure that informed policies are enacted (21%), and to capture data from end users (19%). Furthermore, the highest percentage of the 53 projects rely on in-kind institutional support from the host organization (19%) or do not have access to funding at all (19%), suggesting that much of the work is done on a voluntary basis. Funding sources for other projects include public-private partnerships (18%), donor organizations (13%), and governments (12%). The survey demonstrates that citizen science projects in Africa may suffer from insufficient or inconsistent sources of funds, hence compromising sustainability.</p></sec><sec id="S10"><title>RECOMMENDATIONS AND NEXT STEPS</title><sec id="S11"><title>INVESTMENT</title><p id="P34">We therefore recommend that investment go toward building national and local infrastructure for citizen science networks focused on <italic toggle="yes">An. stephensi</italic> and malaria surveillance, including hiring community health workers, supplying materials (mobile devices, lenses, etc.), and supporting promotional campaigns (see below). Such crowd-sourced mosquito surveillance is a neglected but scalable and cost-effective solution, given its relatively low cost and non-recurring investments (<xref rid="R37" ref-type="bibr">Palmer et al. 2017</xref>). This recommendation is, of course, in addition to a call for greater investment in malaria control and elimination in Africa in general, as the gap between resource need and funding has dramatically widened over recent years to $3.8 billion in 2021 (<xref rid="R55" ref-type="bibr">WHO 2022b</xref>). Much of this support will need to come from international sources, from which 67% of total malaria funding was provided between 2010 and 2021 (<xref rid="R55" ref-type="bibr">WHO 2022b</xref>). Additionally, and with an eye toward building national capacities over the longer term, we echo the recommendation for some debt forgiveness for those countries investing in research and development (<xref rid="R34" ref-type="bibr">Nature 2023</xref>), particularly on issues of malaria, SDGs 6 and 11, and energy.</p></sec><sec id="S12"><title>ACCESS</title><p id="P35">Indeed, one fundamental challenge is that access to electricity is lacking for a staggering 43% of the continent&#x02019;s population, approximately 600 million people (<xref rid="R51" ref-type="bibr">World Bank 2023</xref>). Another bottleneck includes the availability of devices necessary to download the 16&#x02013;66 MB apps or to access GMOD and <ext-link xlink:href="http://mosquitoID.org" ext-link-type="uri">mosquitoID.org</ext-link> via the browser. This is especially true in low-resource and remote regions. In communities with low smartphone penetration, one recommendation is that a community health worker(s) be equipped with a smartphone or tablet. Through door-to-door or other campaigns, they could take photos of <italic toggle="yes">Anopheles</italic> mosquitoes on behalf of others in the community without a smartphone, and then submit the observations through the appropriate app (or upload photos from other individuals that have a camera).</p><p id="P36">Generally, however, smartphones are increasing in use, especially in urban areas where <italic toggle="yes">An. stephensi</italic> is expected to have the greatest introduction and impact. In Sub-Saharan Africa alone, there were over half a billion smartphone subscriptions in 2021, and this number is expected to reach 800 million by 2027 (<xref rid="R42" ref-type="bibr">statista.com 2022</xref>). Smartphones there represent approximately half of total internet connections, and mobile data consumption is expected to nearly quadruple by 2027 (<xref rid="R21" ref-type="bibr">Global System for Mobile Communications 2022</xref>).</p><p id="P37">Another critical bottleneck is the lack of access to magnification devices such as the 60&#x000d7; clip-on lenses for smartphones, which are required for imaging mosquito larvae (or diagnostic features for manual identification of <italic toggle="yes">An. stephensi</italic>, <xref rid="F1" ref-type="fig">Figure 1</xref>). While to date our USF team has supplied more than 1,500 of these lenses to 18 African countries for the purpose of <italic toggle="yes">An. stephensi</italic> larval surveillance, these shipments take weeks to months, and some have been lost in transit. Alternative devices such as a high-powered hand magnifying glass, a microscope, or even reversed binoculars may serve to fill this need.</p><p id="P38">Community outreach and educational resources that can be used to expand the reach of citizen science mosquito monitoring programs are available from several sources, including Mosquito Habitat Mapper (<ext-link xlink:href="https://observer.globe.gov/toolkit/mosquito-habitat-mapper-toolkit" ext-link-type="uri">https://observer.globe.gov/toolkit/mosquito-habitat-mapper-toolkit</ext-link>) and Mosquito Alert (<ext-link xlink:href="https://www.mosquitoalert.com/" ext-link-type="uri">https://www.mosquitoalert.com</ext-link>). It should also be noted that there are offline versions of many projects that could be deployed in areas with low or no broadband access. Several mobile apps for data reporting, such as Mosquito Habitat Mapper, do not need internet access to collect data; a signal is needed only to upload data to the digital archive. If citizen scientists are reluctant to use their personal credits for uploading such data, partnerships with local internet cafes or other establishments may provide a viable solution.</p></sec><sec id="S13"><title>MOBILIZATION</title><p id="P39">Similarly, data collection campaigns are most likely to be successful when strong partnerships are developed with local education, health, and touristic organizations, and where data collection can serve as a positive addition to existing programmatic goals. This is because even when the proper software, hardware, and educational resources are accessible, other bottlenecks and challenges can exist, such as training participants as well as sustaining their motivation to collect data. Community mobilization in urban areas is necessary to raise awareness of the problem and to foster the use of simple tools geared toward the identification of <italic toggle="yes">An. stephensi</italic>, such as 60&#x000d7; lenses coupled with our identification guide (<xref rid="F1" ref-type="fig">Figure 1</xref>).</p><p id="P40">Concerted efforts should be made by stakeholders to recruit and mobilize app superusers and community health workers, and equip the latter with smartphones and lenses. With respect to community outreach and education surrounding such efforts, it would be prudent to leverage and scale existing networks such as school districts and scouting groups. It will also be strategic to repurpose existing arboviral surveillance programs&#x02014;especially those targeting other container-breeding mosquitoes such as <italic toggle="yes">Ae. aegypti</italic> and <italic toggle="yes">Ae. albopictus</italic>, as was done for <italic toggle="yes">An. stephensi</italic> in Mauritius (<xref rid="R24" ref-type="bibr">Iyaloo et al. 2022</xref>). In particular, the Pan-African Mosquito Control Association (PAMCA; <ext-link xlink:href="http://pamca.org" ext-link-type="uri">pamca.org</ext-link>) and the West African <italic toggle="yes">Aedes</italic> Surveillance Network (WAASuN; <ext-link xlink:href="http://waasun.org" ext-link-type="uri">waasun.org</ext-link>) have <italic toggle="yes">Aedes</italic> surveillance programs that could be utilized, and perhaps coordinated and integrated with citizen scientist networks. Such integrated surveillance would align with the WHO Global Vector Control Response strategy (<xref rid="R52" ref-type="bibr">WHO 2017</xref>). Indeed, mosquito control agencies will be critical in mounting appropriate responses to <italic toggle="yes">An. stephensi</italic>, and their efforts could include monitoring and contributing to the GMOD. Additionally, gaps in the GMOD&#x02019;s data in Africa reveal areas for targeting intervention from groups like CitSci Africa to promote as new places for citizen science uptake. These mobilization steps will help greatly in the surveillance stage, and if successful for a given area, can be scaled up rapidly to other parts of the continent.</p></sec><sec id="S14"><title>ENGAGEMENT</title><p id="P41">To greatly assist in scaling up mobilization efforts, promotional campaigns are also encouraged at the local, regional, and national levels. One such success story involves a national event on mainstream television and radio in the Netherlands on July 22, 2021, through which public figures urged citizens to use the Mosquito Alert app to help detect invasive <italic toggle="yes">Aedes</italic> species, and to a lesser extent, report bites. This led to an unprecedented surge in reports of mosquito adults and bites, which increased over 1,000-fold and 500-fold (5 versus 5.2 K adults, and 5 versus 2.7 K bites) in the week after the event compared with the week prior, with increased reporting observed through November 2021 (<ext-link xlink:href="http://mosquitodashboard.org" ext-link-type="uri">mosquitodashboard.org</ext-link>; reports without time/location data are omitted). If similar mosquito-targeted calls-to-action and mobilization could be achieved in African nations, it would certainly cast a much wider and denser net with which to catch <italic toggle="yes">An. stephensi</italic>&#x02014;especially compared with traditional trapping methods. It would also have the benefit of increasing public education and awareness of this invasive vector and of malaria in general. Furthermore, such messaging would likely be efficient and cost-effective, given that media reach, smartphone penetration, and network effects of citizen scientists are all greatest in urban areas, exactly where this mosquito thrives.</p><p id="P42">Too often, projects created in the US and Europe fail to include voices from Africa, Central and South America, and Asia, an especially critical oversight when those are the countries where such tools are needed the most. Those blind spots in the initial project structure&#x02019;s lack of representation can be ameliorated through deliberate inclusion and engagement with stakeholders and research partners from a truly international community, concerted collaboration with global mosquito tracking apps, and capacity-building efforts at the local grassroots level. Strengthening the partnership between groups like GMAC and CitSci Africa may be the most important first step to facilitating the transfer of such research knowledge (<xref rid="R10" ref-type="bibr">CitSci Africa 2021</xref>). Furthermore, for the citizen science infrastructure that already exists, such as the mobile apps and educational resources, it will be important to add African languages to better engage the necessary communities and to increase inclusivity. In particular, this involves translation into Swahili, which our group has recently completed.</p></sec><sec id="S15"><title>TESTING</title><p id="P43">It is important to communicate to citizen scientists not just the public health utility of the data being collected (<xref rid="R17" ref-type="bibr">Fischer et al. 2021</xref>), but also the necessity of testing any specimens that are suspected to be <italic toggle="yes">An. stephensi</italic> in a new area. Since 2020, the Mosquito Alert app has included instructions for mailing adult mosquito specimens to reference laboratories in selected countries, and this could be extended to any facility in Africa willing to participate. Through this process, users are notified through the app if they are in a country with laboratories actively accepting specimens (<xref rid="F2" ref-type="fig">Figure 2</xref>). Such notifications could be sent only to those users submitting photos of <italic toggle="yes">Anopheles</italic> or unknown mosquitoes, and/or based on specific months or resource availability. It is worth noting that this strategy of having participants mail in mosquito specimens has been employed by at least a dozen other citizen science programs (<xref rid="R41" ref-type="bibr">Sousa et al. 2022</xref>). At present, full sequencing is the gold standard and the only acceptable method, as opposed to other methods such as polymerase chain reaction (<xref rid="R39" ref-type="bibr">Singh et al. 2023</xref>), for confirming <italic toggle="yes">An. stephensi</italic> in a new area (<xref rid="R58" ref-type="bibr">WHO 2023b</xref>). Until local testing capacity or other submission pipelines are developed, there will remain a critical bottleneck for the confirmation of <italic toggle="yes">An. stephensi</italic> in new areas and the deployment of necessary responses.</p></sec></sec><sec id="S16"><title>CONCLUSIONS</title><p id="P44"><italic toggle="yes">An. stephensi</italic> is an accelerating threat in Africa, and there is an urgent need to detect the species in new areas (prior to establishment, for eradication) and to monitor existing populations (after establishment, for management). However, traditional mosquito surveillance such as trapping is expensive, requires expertise and time, and is not easily scalable, especially across jurisdictional boundaries. Citizen science should thus be a priority for both local communities and international health bodies like the WHO to complement ongoing <italic toggle="yes">An. stephensi</italic> surveillance measures in hard-to-reach and densely populated regions. Indeed, citizen science surveillance is a cost-effective, scalable, and sustainable solution that can leverage existing technological infrastructure (apps, GMOD) as well as local mosquito programs (especially those already targeting container-breeding mosquitoes). The ideal implementation would include both top-down and bottom-up approaches:</p><list list-type="bullet" id="L4"><list-item><p id="P45"><bold>National and municipal media</bold> would broadcast the message for citizens to download and use the app(s) to detect this invasive mosquito and fight the spread of malaria in their communities.</p></list-item><list-item><p id="P46"><bold>Mosquito control programs</bold> and <bold>public health agencies</bold> would monitor GMOD (mosquitodashboard. org); follow up with surveillance and control when and where necessary (e.g., <italic toggle="yes">Anopheles</italic> larva in an artificial container); utilize our AI app (<ext-link xlink:href="http://mosquitoID.org" ext-link-type="uri">mosquitoID.org</ext-link>), and engage with citizen science networks and community health workers, perhaps equipping them with a smartphone and 60X clip-on lens.</p></list-item><list-item><p id="P47"><bold>Citizen science networks</bold> and <bold>community health workers</bold> would mobilize and engage with their communities and especially superusers of the app platforms; coordinate training and bioblitz campaigns, leveraging existing online resources; and take and/or upload photos of <italic toggle="yes">Anopheles</italic> mosquitoes on behalf of others without a smartphone.</p></list-item><list-item><p id="P48"><bold>Citizen scientists</bold> would contribute photos and information via our various apps, join our iNaturalist campaign (<ext-link xlink:href="http://mosquitoesinAfrica.org" ext-link-type="uri">mosquitoesinAfrica.org</ext-link>), mail <italic toggle="yes">Anopheles</italic> specimens for confirmation sequencing, and recruit others in their community to participate.</p></list-item></list><p id="P49">Such comprehensive deployment would help achieve the goals of the WHO&#x02019;s <italic toggle="yes">An. stephensi</italic> initiative and global vector response strategy (<xref rid="R52" ref-type="bibr">WHO 2017</xref>, <xref rid="R56" ref-type="bibr">2022c</xref>). Ultimately, it is our hope that the free tools and resources that our coalition provides can serve to enable and embolden citizen scientists, as well as to inform scientists, mosquito control personnel, and policymakers in the accelerating fight against <italic toggle="yes">An. stephensi</italic> in Africa.</p></sec></body><back><ack id="S17"><title>ACKNOWLEDGEMENTS</title><p id="P50">The findings and conclusions in this manuscript are those of the author(s) and do not necessarily represent the official views of the United States Centers for Disease Control and Prevention (CDC), the United States Agency for International Development (USAID), or the United States President&#x02019;s Malaria Initiative (PMI).</p><sec id="S18"><title>FUNDING INFORMATION</title><p id="P51">This research was funded by the National Science Foundation under Grant No. IIS-2014547 (R.M.C., S.C., R.D.L.). Additional financial support for this study was provided by the US President&#x02019;s Malaria Initiative. We thank Landon Van Dyke from the US Department of State for fundamental contributions to the GMOD. The GLOBE Observer app and citizen science programming are supported through National Aeronautics and Space Administration (NASA) cooperative agreement NNX16AE28A to the Institute for Global Environmental Strategies (IGES) for the NASA Earth Science Education Collaborative (NESEC, PI: Theresa Schwerin). F.B. and J.R.B.P. acknowledge funding from: (a) the European Commission, under Grants CA17108 (AIM-COST Action), 874735 (VEO), 853271 (H-MIP), and 2020/2094 (NextGenerationEU, through CSIC&#x02019;s Global Health Platform, PTI Salud Global); (b) the Dutch National Research Agenda (NWA), under Grant NWA/00686468; and (c) &#x0201c;la Caixa&#x0201d; Foundation, under Grant HR19-00336.</p></sec></ack><fn-group><fn fn-type="COI-statement" id="FN1"><p id="P52">COMPETING INTERESTS</p><p id="P53">The authors have no competing interests to declare.</p></fn></fn-group><ref-list><title>REFERENCES</title><ref id="R1"><mixed-citation publication-type="journal"><name><surname>Ahmed</surname><given-names>A</given-names></name>, <name><surname>Irish</surname><given-names>SR</given-names></name>, <name><surname>Zohdy</surname><given-names>S</given-names></name>, <name><surname>Yoshimizu</surname><given-names>M</given-names></name> and <name><surname>Tadesse</surname><given-names>FG</given-names></name>. <year>2022</year>. <article-title>Strategies for conducting <italic toggle="yes">Anopheles stephensi</italic> surveys in non-endemic areas</article-title>. <source>Acta Tropica</source>, <volume>236</volume>: <fpage>106671</fpage>. DOI:<pub-id pub-id-type="doi">10.1016/j.actatropica.2022.106671</pub-id><pub-id pub-id-type="pmid">36058292</pub-id>
</mixed-citation></ref><ref id="R2"><mixed-citation publication-type="journal"><name><surname>Amos</surname><given-names>HM</given-names></name>, <name><surname>Starke</surname><given-names>MJ</given-names></name>, <name><surname>Rogerson</surname><given-names>TM</given-names></name>, <name><surname>Col&#x000f3;n Robles</surname><given-names>M</given-names></name>, <name><surname>Andersen</surname><given-names>T</given-names></name>, <name><surname>Boger</surname><given-names>R</given-names></name>, <name><surname>Campbell</surname><given-names>BA</given-names></name>, <name><surname>Low</surname><given-names>RD</given-names></name>, <name><surname>Nelson</surname><given-names>P</given-names></name>, <name><surname>Overoye</surname><given-names>D</given-names></name>, <name><surname>Taylor</surname><given-names>JE</given-names></name>, <name><surname>Weaver</surname><given-names>KL</given-names></name>, <name><surname>Ferrell</surname><given-names>TM</given-names></name>, <name><surname>Kohl</surname><given-names>H</given-names></name> and <name><surname>Schwerin</surname><given-names>TG</given-names></name>. <year>2020</year>. <article-title>GLOBE Observer data: 2016&#x02013;2019</article-title>. <source>Earth and Space Science</source>, <volume>7</volume>(<issue>8</issue>): <fpage>e2020EA001175</fpage>. DOI:<pub-id pub-id-type="doi">10.1029/2020EA001175</pub-id></mixed-citation></ref><ref id="R3"><mixed-citation publication-type="journal"><name><surname>Ashepet</surname><given-names>MG</given-names></name>, <name><surname>Jacobs</surname><given-names>L</given-names></name>, <name><surname>Van Oudheusden</surname><given-names>M</given-names></name> and <name><surname>Huyse</surname><given-names>T</given-names></name>
<year>2021</year>. <article-title>Wicked solution for wicked problems: citizen science for vector-borne disease control in Africa</article-title>. <source>Trends in Parasitology</source>, <volume>37</volume>(<issue>2</issue>): <fpage>93</fpage>&#x02013;<lpage>96</lpage>. DOI:<pub-id pub-id-type="doi">10.1016/j.pt.2020.10.004</pub-id><pub-id pub-id-type="pmid">33158719</pub-id>
</mixed-citation></ref><ref id="R4"><mixed-citation publication-type="journal"><name><surname>Asingizwe</surname><given-names>D</given-names></name>, <name><surname>Poortvliet</surname><given-names>PM</given-names></name>, <name><surname>Koenraadt</surname><given-names>CJ</given-names></name>, <name><surname>Van Vliet</surname><given-names>AJ</given-names></name>, <name><surname>Murindahabi</surname><given-names>MM</given-names></name>, <name><surname>Ingabire</surname><given-names>C</given-names></name>, <name><surname>Mutesa</surname><given-names>L</given-names></name> and <name><surname>Feindt</surname><given-names>PH</given-names></name>. <year>2018</year>. <article-title>Applying citizen science for malaria prevention in Rwanda: an integrated conceptual framework</article-title>. <source>NJAS Wageningen Journal of Life Sciences</source>, <volume>86</volume>: <fpage>111</fpage>&#x02013;<lpage>122</lpage>. DOI:<pub-id pub-id-type="doi">10.1016/j.njas.2018.06.002</pub-id></mixed-citation></ref><ref id="R5"><mixed-citation publication-type="other"><name><surname>Azam</surname><given-names>FB</given-names></name>, <name><surname>Carney</surname><given-names>RM</given-names></name>, <name><surname>Kariev</surname><given-names>S</given-names></name>, <name><surname>Nallan</surname><given-names>K</given-names></name>, <name><surname>Subramanian</surname><given-names>M</given-names></name>, <name><surname>Sampath</surname><given-names>G</given-names></name>, <name><surname>Kumar</surname><given-names>A</given-names></name> and <name><surname>Chellappan</surname><given-names>S</given-names></name>
<comment>In revision.</comment>
<source>Classifying stages in the gonotrophic cycle of mosquitoes from images using computer vision techniques</source>.</mixed-citation></ref><ref id="R6"><mixed-citation publication-type="journal"><name><surname>Balkew</surname><given-names>M</given-names></name>, <name><surname>Mumba</surname><given-names>P</given-names></name>, <name><surname>Yohannes</surname><given-names>G</given-names></name>, <name><surname>Abiy</surname><given-names>E</given-names></name>, <name><surname>Getachew</surname><given-names>D</given-names></name>, <name><surname>Yared</surname><given-names>S</given-names></name>, &#x02026; <name><surname>and Irish</surname><given-names>S</given-names></name>
<year>2021</year>. <article-title>An update on the distribution, bionomics, and insecticide susceptibility of <italic toggle="yes">Anopheles stephensi</italic> in Ethiopia, 2018&#x02013;2020</article-title>. <source>Malaria Journal</source>, <volume>20</volume>(<issue>1</issue>), <fpage>1</fpage>&#x02013;<lpage>13</lpage>. DOI:<pub-id pub-id-type="doi">10.1186/s12936-021-03801-3</pub-id><pub-id pub-id-type="pmid">33386070</pub-id>
</mixed-citation></ref><ref id="R7"><mixed-citation publication-type="journal"><name><surname>Bartumeus</surname><given-names>F</given-names></name>, <name><surname>Oltra</surname><given-names>A</given-names></name> and <name><surname>Palmer</surname><given-names>JRB</given-names></name>. <year>2018</year>. <article-title>Citizen Science: A Gateway for Innovation in Disease-Carrying Mosquito Management?</article-title>
<source>Trends in Parasitology</source>, <volume>34</volume>(<issue>9</issue>): <fpage>727</fpage>&#x02013;<lpage>729</lpage>. DOI:<pub-id pub-id-type="doi">10.1016/j.pt.2018.04.010</pub-id><pub-id pub-id-type="pmid">29793805</pub-id>
</mixed-citation></ref><ref id="R8"><mixed-citation publication-type="journal"><name><surname>Carney</surname><given-names>RM</given-names></name>, <name><surname>Mapes</surname><given-names>C</given-names></name>, <name><surname>Low</surname><given-names>RD</given-names></name>, <name><surname>Long</surname><given-names>A</given-names></name>, <name><surname>Bowser</surname><given-names>A</given-names></name>, <name><surname>Durieux</surname><given-names>D</given-names></name>, <name><surname>Rivera</surname><given-names>K</given-names></name>, <name><surname>Dekramanjian</surname><given-names>B</given-names></name>, <name><surname>Bartumeus</surname><given-names>F</given-names></name>, <name><surname>Guerrero</surname><given-names>D</given-names></name>, <name><surname>Seltzer</surname><given-names>CE</given-names></name>, <name><surname>Azam</surname><given-names>F</given-names></name>, <name><surname>Chellappan</surname><given-names>S</given-names></name> and <name><surname>Palmer</surname><given-names>JRB</given-names></name>. <year>2022</year>. <article-title>Integrating global citizen science platforms to enable next-generation surveillance of invasive and vector mosquitoes</article-title>. <source>Insects</source>, <volume>13</volume>(<issue>8</issue>): <fpage>675</fpage>. DOI:<pub-id pub-id-type="doi">10.3390/insects13080675</pub-id><pub-id pub-id-type="pmid">36005301</pub-id>
</mixed-citation></ref><ref id="R9"><mixed-citation publication-type="book"><collab>Centers for Disease Control and Prevention</collab>. <year>2020</year>. <source>CDC &#x02013; malaria &#x02013; about malaria &#x02013; biology</source>. <publisher-name>Centers for Disease Control and Prevention</publisher-name>. <comment><ext-link xlink:href="https://www.cdc.gov/malaria/about/biology/#tabs-1-5" ext-link-type="uri">https://www.cdc.gov/malaria/about/biology/#tabs-1-5</ext-link>.</comment></mixed-citation></ref><ref id="R10"><mixed-citation publication-type="book"><collab>CitSci Africa Association</collab>. <year>2021</year>. <source>About CitSci Africa Association</source>. <publisher-name>CitSci Africa Association</publisher-name>. <comment><ext-link xlink:href="https://citizenscienceafrica.com/about/" ext-link-type="uri">https://citizenscienceafrica.com/about/</ext-link>.</comment></mixed-citation></ref><ref id="R11"><mixed-citation publication-type="journal"><name><surname>Coetzee</surname><given-names>M</given-names></name>
<year>2020</year>. <article-title>Key to the females of Afrotropical Anopheles mosquitoes (Diptera: Culicidae)</article-title>. <source>Malaria Journal</source>, <volume>19</volume>: <fpage>1</fpage>&#x02013;<lpage>20</lpage>. DOI:<pub-id pub-id-type="doi">10.1186/s12936-020-3144-9</pub-id><pub-id pub-id-type="pmid">31898492</pub-id>
</mixed-citation></ref><ref id="R12"><mixed-citation publication-type="journal"><name><surname>de Santi</surname><given-names>VP</given-names></name>, <name><surname>Khaireh</surname><given-names>BA</given-names></name>, <name><surname>Chiniard</surname><given-names>T</given-names></name>, <name><surname>Pradines</surname><given-names>B</given-names></name>, <name><surname>Taudon</surname><given-names>N</given-names></name>, <name><surname>Larr&#x000e9;ch&#x000e9;</surname><given-names>S</given-names></name>, <name><surname>Mohamed</surname><given-names>AB</given-names></name>, <name><surname>de Laval</surname><given-names>F</given-names></name>, <name><surname>Berger</surname><given-names>F</given-names></name>, <name><surname>Gala</surname><given-names>F</given-names></name>, <name><surname>Mokrane</surname><given-names>M</given-names></name>, <name><surname>Benoit</surname><given-names>N</given-names></name>, <name><surname>Malan</surname><given-names>L</given-names></name>, <name><surname>Abdi</surname><given-names>AA</given-names></name> and <name><surname>Briolant</surname><given-names>S</given-names></name>
<year>2021</year>. <article-title>Role of <italic toggle="yes">Anopheles stephensi</italic> mosquitoes in malaria outbreak, Djibouti, 2019</article-title>. <source>Emerging Infectious Diseases</source>, <volume>27</volume>(<issue>6</issue>): <fpage>1697</fpage>&#x02013;<lpage>1700</lpage>. DOI:<pub-id pub-id-type="doi">10.3201/eid2706.204557</pub-id><pub-id pub-id-type="pmid">34013869</pub-id>
</mixed-citation></ref><ref id="R13"><mixed-citation publication-type="journal"><name><surname>Elias</surname><given-names>P</given-names></name>, <name><surname>Shonowo</surname><given-names>A</given-names></name>, <name><surname>de Sherbinin</surname><given-names>A</given-names></name>, <name><surname>Hultquist</surname><given-names>C</given-names></name>, <name><surname>Danielsen</surname><given-names>F</given-names></name>, <name><surname>Cooper</surname><given-names>C</given-names></name>, <name><surname>Mondardini</surname><given-names>MR</given-names></name>, <name><surname>Faustman</surname><given-names>E</given-names></name>, <name><surname>Bowser</surname><given-names>A</given-names></name>, <name><surname>Minster</surname><given-names>J-B</given-names></name>, <name><surname>van Deventer</surname><given-names>M</given-names></name> and <name><surname>Popescu</surname><given-names>I</given-names></name>. <year>2023</year>. <article-title>Mapping the landscape of citizen science in Africa: assessing their potential contributions to SDGs 6 &#x00026; 11 on access to clean water and sanitation and on sustainable cities</article-title>. <source>Citi Sci Theory &#x00026; Practice</source>, <volume>8</volume>(<issue>1</issue>): <fpage>1</fpage>&#x02013;<lpage>13</lpage>. DOI:<pub-id pub-id-type="doi">10.5334/cstp.601</pub-id></mixed-citation></ref><ref id="R14"><mixed-citation publication-type="journal"><name><surname>Eritja</surname><given-names>R</given-names></name>, <name><surname>Delacour-Estrella</surname><given-names>S</given-names></name>, <name><surname>Ruiz-Arrondo</surname><given-names>I</given-names></name>, <name><surname>Gonz&#x000e1;lez</surname><given-names>MA</given-names></name>, <name><surname>Barcel&#x000f3;</surname><given-names>C</given-names></name>, <name><surname>Garc&#x000ed;a-P&#x000e9;rez</surname><given-names>AL</given-names></name>, <name><surname>Lucientes</surname><given-names>J</given-names></name>, <name><surname>Miranda</surname><given-names>M&#x000c1;</given-names></name> and <name><surname>Bartumeus</surname><given-names>F</given-names></name>
<year>2021</year>. <article-title>At the tip of an iceberg: citizen science and active surveillance collaborating to broaden the known distribution of Aedes japonicus in Spain</article-title>. <source>Parasites &#x00026; Vectors</source>, <volume>14</volume>(<issue>1</issue>). DOI: <pub-id pub-id-type="doi">10.1186/s13071-021-04874-4</pub-id></mixed-citation></ref><ref id="R15"><mixed-citation publication-type="journal"><name><surname>Eritja</surname><given-names>R</given-names></name>, <name><surname>Ruiz-Arrondo</surname><given-names>I</given-names></name>, <name><surname>Delacour-Estrella</surname><given-names>S</given-names></name>, <name><surname>Schaffner</surname><given-names>F</given-names></name>, <name><surname>&#x000c1;lvarez-Chachero</surname><given-names>J</given-names></name>, <name><surname>Bengoa</surname><given-names>M</given-names></name>, <name><surname>Puig</surname><given-names>M-&#x000c1;</given-names></name>, <name><surname>Melero-Alc&#x000ed;bar</surname><given-names>R</given-names></name>, <name><surname>Oltra</surname><given-names>A</given-names></name> and <name><surname>Bartumeus</surname><given-names>F</given-names></name>. <year>2019</year>. <article-title>First detection of Aedes japonicus in Spain: an unexpected finding triggered by citizen science</article-title>. <source>Parasites &#x00026; Vectors</source>, <volume>12</volume>(<issue>1</issue>). DOI: <pub-id pub-id-type="doi">10.1186/s13071-019-3317-y</pub-id></mixed-citation></ref><ref id="R16"><mixed-citation publication-type="journal"><name><surname>Faulde</surname><given-names>MK</given-names></name>, <name><surname>Rueda</surname><given-names>LM</given-names></name> and <name><surname>Khaireh</surname><given-names>BA</given-names></name>. <year>2014</year>. <article-title>First record of the Asian malaria vector <italic toggle="yes">Anopheles stephensi</italic> and its possible role in the resurgence of malaria in Djibouti, Horn of Africa</article-title>. <source>Acta Tropica</source>, <volume>139</volume>: <fpage>39</fpage>&#x02013;<lpage>43</lpage>. DOI: <pub-id pub-id-type="doi">10.1016/j.actatropica.2014.06.016</pub-id><pub-id pub-id-type="pmid">25004439</pub-id>
</mixed-citation></ref><ref id="R17"><mixed-citation publication-type="journal"><name><surname>Fischer</surname><given-names>H</given-names></name>, <name><surname>Cho</surname><given-names>H</given-names></name> and <name><surname>Storksdieck</surname><given-names>M</given-names></name>
<year>2021</year>. <article-title>Going beyond hooked participants: The nibble-and-drop framework for classifying citizen science participation</article-title>. <source>Citiz. Sci. Theory Pract</source>. <volume>6</volume>: <fpage>10</fpage>. DOI: <pub-id pub-id-type="doi">10.5334/cstp.350</pub-id></mixed-citation></ref><ref id="R18"><mixed-citation publication-type="other"><name><surname>Garcia</surname><given-names>P</given-names></name>, <name><surname>Diaz</surname><given-names>RE</given-names><suffix>Jr.</suffix></name>, <name><surname>Anderson</surname><given-names>CV</given-names></name>, <name><surname>Andrianjafy</surname><given-names>TM</given-names></name>, <name><surname>de Beer</surname><given-names>L</given-names></name>, <name><surname>Edmonds</surname><given-names>DA</given-names></name> and <name><surname>Carney</surname><given-names>RM</given-names></name>. <comment>In revision.</comment>
<source>Mosquito bite-induced color change in chameleon skin</source>.</mixed-citation></ref><ref id="R19"><mixed-citation publication-type="book"><collab>Global Malaria Programme</collab>. <year>2019</year>. <source>Vector alert: Anopheles stephensi invasion and spread. <ext-link xlink:href="http://Who.int" ext-link-type="uri">Who.int</ext-link></source>; <publisher-name>World Health Organization</publisher-name>. <comment><ext-link xlink:href="https://apps.who.int/iris/bitstream/handle/10665/326595/WHO-HTM-GMP-2019.09-eng.pdf" ext-link-type="uri">https://apps.who.int/iris/bitstream/handle/10665/326595/WHO-HTM-GMP-2019.09-eng.pdf</ext-link>.</comment></mixed-citation></ref><ref id="R20"><mixed-citation publication-type="webpage"><collab>Global Mosquito Observations Dashboard</collab>. <comment>n.d. <ext-link xlink:href="http://www.mosquitodashboard.org" ext-link-type="uri">http://www.mosquitodashboard.org</ext-link> Accessed on</comment>
<date-in-citation>July 24, 2023</date-in-citation>.</mixed-citation></ref><ref id="R21"><mixed-citation publication-type="webpage"><collab>Global System for Mobile Communications</collab>. <year>2022</year>. <source>The Mobile Economy Sub-Saharan Africa 2022</source>. <comment><ext-link xlink:href="https://www.gsma.com/mobileeconomy/sub-saharan-africa/" ext-link-type="uri">https://www.gsma.com/mobileeconomy/sub-saharan-africa/</ext-link>.</comment></mixed-citation></ref><ref id="R22"><mixed-citation publication-type="journal"><name><surname>Ingle</surname><given-names>P</given-names></name>, <name><surname>Kimura</surname><given-names>M</given-names></name>, <name><surname>Bowser</surname><given-names>A</given-names></name>, <name><surname>Fisk</surname><given-names>J</given-names></name>, <name><surname>Long</surname><given-names>A</given-names></name>, <name><surname>Low</surname><given-names>R</given-names></name> and <name><surname>Nelson</surname><given-names>P</given-names></name>
<year>2021</year>. <month>December</month>. <article-title>Aligning GLOBE Observer Mosquito Habitat Mapper and Land Cover Citizen Science Datasets to Open Geospatial Consortium Standards</article-title>. In <source>AGU Fall Meeting Abstracts</source> (Vol. <volume>2021</volume>, <comment>IN55E&#x02013;0279</comment>).</mixed-citation></ref><ref id="R23"><mixed-citation publication-type="book"><collab>Institute of Medicine (US) Committee on the Economics of Antimalarial Drugs</collab>. <name><surname>Arrow</surname><given-names>KJ</given-names></name>, <name><surname>Panosian</surname><given-names>C</given-names></name>, <name><surname>Gelband</surname><given-names>H</given-names></name>, editors. <part-title>Saving Lives, Buying Time: Economics of Malaria Drugs in an Age of Resistance</part-title>. <publisher-loc>Washington, DC</publisher-loc>: <publisher-name>National Academies Press (US)</publisher-name>; <year>2004</year>. <volume>5</volume>, <source>A Brief History of Malaria</source>. <comment><ext-link xlink:href="https://www.ncbi.nlm.nih.gov/books/NBK215638/" ext-link-type="uri">https://www.ncbi.nlm.nih.gov/books/NBK215638/</ext-link>.</comment></mixed-citation></ref><ref id="R24"><mixed-citation publication-type="book"><name><surname>Iyaloo</surname><given-names>D</given-names></name>, <name><surname>Bheecarry</surname><given-names>A</given-names></name>, <name><surname>Lamperouge</surname><given-names>N</given-names></name>, <name><surname>Ramdonee</surname><given-names>R</given-names></name>, <name><surname>Bin Elahee</surname><given-names>K</given-names></name>, <name><surname>Bhoobun</surname><given-names>H</given-names></name>, <name><surname>Baldet</surname><given-names>T</given-names></name>, <name><surname>Rasamoelina</surname><given-names>H</given-names></name>, <name><surname>Girod</surname><given-names>R</given-names></name>, <name><surname>Irish</surname><given-names>S</given-names></name>, <name><surname>Carney</surname><given-names>R</given-names></name>, <name><surname>Carter</surname><given-names>T</given-names></name> and <name><surname>Zohdy</surname><given-names>S</given-names></name>
<year>2022</year>. <source>Is Anopheles stephensi in the Indian Ocean region? Mauritius as a model system for integrated and multisectoral vector surveillance and coordination</source>. <publisher-name>ASTMH Late-Breaker Abstract</publisher-name>. <comment><ext-link xlink:href="https://plan.core-apps.com/astmh22/abstract/008468dadc0a-4d80-878e-43eca31dec88" ext-link-type="uri">https://plan.core-apps.com/astmh22/abstract/008468dadc0a-4d80-878e-43eca31dec88</ext-link>.</comment></mixed-citation></ref><ref id="R25"><mixed-citation publication-type="journal"><name><surname>Ju&#x0017e;ni&#x0010d;-Zonta</surname><given-names>&#x0017d;</given-names></name>, <name><surname>Sanpera-Calbet</surname><given-names>I</given-names></name>, <name><surname>Eritja</surname><given-names>R</given-names></name>, <name><surname>Palmer</surname><given-names>JR</given-names></name>, <name><surname>Escobar</surname><given-names>A</given-names></name>, <name><surname>Garriga</surname><given-names>J</given-names></name>, &#x02026; <name><surname>and Zittra</surname><given-names>C</given-names></name>
<year>2022</year>. <article-title>Mosquito alert: leveraging citizen science to create a GBIF mosquito occurrence dataset</article-title>. <source>Gigabyte</source>, <volume>2022</volume>, <fpage>1</fpage>&#x02013;<lpage>11</lpage>. DOI: <pub-id pub-id-type="doi">10.46471/gigabyte.54</pub-id></mixed-citation></ref><ref id="R26"><mixed-citation publication-type="journal"><name><surname>Low</surname><given-names>R</given-names></name>, <name><surname>Boger</surname><given-names>R</given-names></name>, <name><surname>Nelson</surname><given-names>P</given-names></name> and <name><surname>Kimura</surname><given-names>M</given-names></name>
<year>2021</year>. <article-title>GLOBE Mosquito Habitat Mapper citizen science data 2017&#x02013;2020</article-title>. <source>GeoHealth</source>, <volume>5</volume>(<issue>10</issue>), <fpage>e2021GH000436</fpage>. DOI: <pub-id pub-id-type="doi">10.1029/2021GH000436</pub-id></mixed-citation></ref><ref id="R27"><mixed-citation publication-type="journal"><name><surname>Low</surname><given-names>RD</given-names></name>, <name><surname>Schwerin</surname><given-names>TG</given-names></name>, <name><surname>Boger</surname><given-names>RA</given-names></name>, <name><surname>Soeffing</surname><given-names>C</given-names></name>, <name><surname>Nelson</surname><given-names>PV</given-names></name>, <name><surname>Bartlett</surname><given-names>D</given-names></name>, &#x02026; <name><surname>and Clark</surname><given-names>A</given-names></name>
<year>2022</year>. <article-title>Building international capacity for citizen scientist engagement in mosquito surveillance and mitigation: The GLOBE Program&#x02019;s GLOBE Observer Mosquito Habitat Mapper</article-title>. <source>Insects</source>, <volume>13</volume>(<issue>7</issue>): <fpage>624</fpage>. DOI: <pub-id pub-id-type="doi">10.3390/insects13070624</pub-id><pub-id pub-id-type="pmid">35886800</pub-id>
</mixed-citation></ref><ref id="R28"><mixed-citation publication-type="journal"><name><surname>Minakshi</surname><given-names>M</given-names></name>, <name><surname>Bharti</surname><given-names>P</given-names></name>, <name><surname>McClinton III</surname><given-names>WB</given-names></name>, <name><surname>Mirzakhalov</surname><given-names>J</given-names></name>, <name><surname>Carney</surname><given-names>RM</given-names></name> and <name><surname>Chellappan</surname><given-names>S</given-names></name>
<year>2020a</year>. <article-title>Automating the surveillance of mosquito vectors from trapped specimens using computer vision techniques</article-title>. In <source>Proceedings of the 3rd ACM SIGCAS Conference on Computing and Sustainable Societies</source> (pp. <fpage>105</fpage>&#x02013;<lpage>115</lpage>). DOI: <pub-id pub-id-type="doi">10.1145/3378393.3402260</pub-id></mixed-citation></ref><ref id="R29"><mixed-citation publication-type="journal"><name><surname>Minakshi</surname><given-names>M</given-names></name>, <name><surname>Bharti</surname><given-names>P</given-names></name>, <name><surname>Bhuiyan</surname><given-names>T</given-names></name>, <name><surname>Kariev</surname><given-names>S</given-names></name> and <name><surname>Chellappan</surname><given-names>S</given-names></name>
<year>2020b</year>. <article-title>A framework based on deep neural networks to extract anatomy of mosquitoes from images</article-title>. <source>Scientific Reports</source>, <volume>10</volume>(<issue>1</issue>): <fpage>13059</fpage>. DOI: <pub-id pub-id-type="doi">10.1038/s41598-020-69964-2</pub-id><pub-id pub-id-type="pmid">32747744</pub-id>
</mixed-citation></ref><ref id="R30"><mixed-citation publication-type="journal"><name><surname>Mnzava</surname><given-names>AP</given-names></name>, <name><surname>Macdonald</surname><given-names>MB</given-names></name>, <name><surname>Knox</surname><given-names>TB</given-names></name>, <name><surname>Temu</surname><given-names>EA</given-names></name> and <name><surname>Shiff</surname><given-names>CJ</given-names></name>. <year>2014</year>. <article-title>Malaria vector control at a crossroads: public health entomology and the drive to elimination</article-title>. <source>Transactions of The Royal Society of Tropical Medicine and Hygiene</source>, <volume>108</volume>(<issue>9</issue>): <fpage>550</fpage>&#x02013;<lpage>554</lpage>. DOI: <pub-id pub-id-type="doi">10.1093/trstmh/tru101</pub-id><pub-id pub-id-type="pmid">25009173</pub-id>
</mixed-citation></ref><ref id="R31"><mixed-citation publication-type="journal"><name><surname>Murindahabi</surname><given-names>MM</given-names></name>, <name><surname>Asingizwe</surname><given-names>D</given-names></name>, <name><surname>Poortvliet</surname><given-names>PM</given-names></name>, <name><surname>van Vliet</surname><given-names>AJH</given-names></name>, <name><surname>Hakizimana</surname><given-names>E</given-names></name>, <name><surname>Mutesa</surname><given-names>L</given-names></name>, <name><surname>Takken</surname><given-names>W</given-names></name> and <name><surname>Koenraadt</surname><given-names>CJM</given-names></name>. <year>2018</year>. <article-title>A citizen science approach for malaria mosquito surveillance and control in Rwanda</article-title>. <source>Wagening. J. Life Sci</source>. <volume>86&#x02013;87</volume>, <fpage>101</fpage>&#x02013;<lpage>110</lpage>. DOI:<pub-id pub-id-type="doi">10.1016/j.njas.2018.07.005</pub-id></mixed-citation></ref><ref id="R32"><mixed-citation publication-type="journal"><name><surname>Murindahabi</surname><given-names>MM</given-names></name>, <name><surname>Hoseni</surname><given-names>A</given-names></name>, <name><surname>Corn&#x000e9; Vreugdenhil</surname><given-names>LC</given-names></name> &#x02026; and <name><surname>Koenraadt</surname><given-names>CJM</given-names></name>. <year>2021</year>. <article-title>Citizen science for monitoring the spatial and temporal dynamics of malaria vectors in relation to environmental risk factors in Ruhuha, Rwanda</article-title>. <source>Malar J</source>, <volume>20</volume>: <fpage>453</fpage>. DOI:<pub-id pub-id-type="doi">10.1186/s12936-021-03989-4</pub-id><pub-id pub-id-type="pmid">34861863</pub-id>
</mixed-citation></ref><ref id="R33"><mixed-citation publication-type="journal"><name><surname>Mwangungulu</surname><given-names>SP</given-names></name>, <name><surname>Sumaye</surname><given-names>RD</given-names></name>, <name><surname>Limwagu</surname><given-names>AJ</given-names></name>, <name><surname>Siria</surname><given-names>DJ</given-names></name>, <name><surname>Kaindoa</surname><given-names>EW</given-names></name> and <name><surname>Okumu</surname><given-names>FO</given-names></name>. <year>2016</year>. <article-title>Crowdsourcing vector surveillance: Using community knowledge and experiences to predict densities and distribution of outdoor-biting mosquitoes in rural Tanzania</article-title>. <source>PLoS ONE</source>, <volume>11</volume>: <fpage>e0156388</fpage>. DOI:<pub-id pub-id-type="doi">10.1371/journal.pone.0156388</pub-id><pub-id pub-id-type="pmid">27253869</pub-id>
</mixed-citation></ref><ref id="R34"><mixed-citation publication-type="journal"><collab>Nature</collab>. <year>2023</year>. <article-title>Boost African research in exchange for debt relief</article-title>. <source>Nature</source>, <volume>617</volume>. DOI:<pub-id pub-id-type="doi">10.1038/d41586-023-01704-8</pub-id></mixed-citation></ref><ref id="R35"><mixed-citation publication-type="journal"><name><surname>Ochomo</surname><given-names>EO</given-names></name>, <name><surname>Milanoi</surname><given-names>S</given-names></name>, <name><surname>Abong&#x02019;o</surname><given-names>B</given-names></name>, <name><surname>Onyango</surname><given-names>B</given-names></name>, <name><surname>Muchoki</surname><given-names>M</given-names></name>, <name><surname>Omoke</surname><given-names>D</given-names></name> &#x02026; and <name><surname>Kariuki</surname><given-names>L</given-names></name>. <year>2023</year>. <source>Molecular surveillance leads to the first detection of Anopheles stephensi in Kenya</source>. DOI:<pub-id pub-id-type="doi">10.21203/rs.3.rs-2498485/v1</pub-id></mixed-citation></ref><ref id="R36"><mixed-citation publication-type="book"><name><surname>Palmer</surname><given-names>J</given-names></name>, <etal/>
<year>2018</year>. <source>Global Mosquito Alert</source>. <part-title>Citizen Science: Innovation in Open Science, Society and Policy</part-title>. <publisher-loc>London</publisher-loc>: <publisher-name>UCL Press</publisher-name>. DOI:<pub-id pub-id-type="doi">10.14324/111.9781787352339</pub-id></mixed-citation></ref><ref id="R37"><mixed-citation publication-type="journal"><name><surname>Palmer</surname><given-names>JR</given-names></name>, <name><surname>Oltra</surname><given-names>A</given-names></name>, <name><surname>Collantes</surname><given-names>F</given-names></name>, <name><surname>Delgado</surname><given-names>JA</given-names></name>, <name><surname>Lucientes</surname><given-names>J</given-names></name>, <name><surname>Delacour</surname><given-names>S</given-names></name> &#x02026; and <name><surname>Bartumeus</surname><given-names>F</given-names></name>. <year>2017</year>. <article-title>Citizen science provides a reliable and scalable tool to track disease-carrying mosquitoes</article-title>. <source>Nature Communications</source>, <volume>8</volume>(<issue>1</issue>): <fpage>916</fpage>. DOI: <pub-id pub-id-type="doi">10.1038/s41467-017-00914-9</pub-id></mixed-citation></ref><ref id="R38"><mixed-citation publication-type="journal"><name><surname>Pataki</surname><given-names>BA</given-names></name>, <name><surname>Garriga</surname><given-names>J</given-names></name>, <name><surname>Eritja</surname><given-names>R</given-names></name>, <name><surname>Palmer</surname><given-names>JR</given-names></name>, <name><surname>Bartumeus</surname><given-names>F</given-names></name> and <name><surname>Csabai</surname><given-names>I</given-names></name>
<year>2021</year>. <article-title>Deep learning identification for citizen science surveillance of tiger mosquitoes</article-title>. <source>Sci. Rep</source>. <volume>11</volume>: <fpage>4718</fpage>. DOI:<pub-id pub-id-type="doi">10.1038/s41598-021-83657-4</pub-id><pub-id pub-id-type="pmid">33633197</pub-id>
</mixed-citation></ref><ref id="R39"><mixed-citation publication-type="journal"><name><surname>Singh</surname><given-names>OP</given-names></name>, <name><surname>Kaur</surname><given-names>T</given-names></name>, <name><surname>Sharma</surname><given-names>G</given-names></name>, <name><surname>Kona</surname><given-names>MP</given-names></name>, <name><surname>Mishra</surname><given-names>S</given-names></name>, <name><surname>Kapoor</surname><given-names>N</given-names></name> and <name><surname>Mallick</surname><given-names>PK</given-names></name>. <year>2023</year>. <article-title>Molecular tools for early detection of invasive malaria vector <italic toggle="yes">Anopheles stephensi</italic> mosquitoes</article-title>. <source>Emerging Infectious Diseases</source>, <volume>29</volume>(<issue>1</issue>): <fpage>36</fpage>&#x02013;<lpage>44</lpage>. DOI:<pub-id pub-id-type="doi">10.3201/eid2901.220786</pub-id><pub-id pub-id-type="pmid">36573521</pub-id>
</mixed-citation></ref><ref id="R40"><mixed-citation publication-type="journal"><name><surname>Sinka</surname><given-names>ME</given-names></name>, <name><surname>Pironon</surname><given-names>S</given-names></name>, <name><surname>Massey</surname><given-names>NC</given-names></name>, <etal/>
<year>2020</year>. <article-title>A new malaria vector in Africa: Predicting the expansion range of <italic toggle="yes">Anopheles stephensi</italic> and identifying the urban populations at risk</article-title>. <source>Proceedings of the National Academy of Sciences of the United States of America</source>. DOI:<pub-id pub-id-type="doi">10.1073/pnas.2003976117</pub-id></mixed-citation></ref><ref id="R41"><mixed-citation publication-type="journal"><name><surname>Sousa</surname><given-names>LB</given-names></name>, <name><surname>Craig</surname><given-names>A</given-names></name>, <name><surname>Chitkara</surname><given-names>U</given-names></name>, <name><surname>Fricker</surname><given-names>S</given-names></name>, <name><surname>Web</surname><given-names>C</given-names></name>, <name><surname>Williams</surname><given-names>C</given-names></name> and <name><surname>Baldock</surname><given-names>K</given-names></name>
<year>2022</year>. <article-title>Methodological diversity in citizen science mosquito surveillance: A scoping review</article-title>. <source>Citizen Science: Theory and Practice</source>, <volume>7</volume>(<issue>1</issue>): <fpage>8</fpage>. DOI:<pub-id pub-id-type="doi">10.5334/cstp.469</pub-id></mixed-citation></ref><ref id="R42"><mixed-citation publication-type="webpage"><collab><ext-link xlink:href="http://Statistica.com" ext-link-type="uri">Statistica.com</ext-link></collab>. <year>2022</year>. <source>Number of smartphone subscriptions in Sub-Saharan Africa from 2011 to 2027</source>. <comment><ext-link xlink:href="https://www.statista.com/statistics/1133777/sub-saharan-africa-smartphone-subscriptions/" ext-link-type="uri">https://www.statista.com/statistics/1133777/sub-saharan-africa-smartphone-subscriptions/</ext-link>.</comment></mixed-citation></ref><ref id="R43"><mixed-citation publication-type="journal"><name><surname>Surendran</surname><given-names>SN</given-names></name>, <name><surname>Sivabalakrishnan</surname><given-names>K</given-names></name>, &#x02026; and <name><surname>Sivasingham</surname><given-names>A</given-names></name>
<year>2019</year>. <article-title>Anthropogenic factors driving recent range expansion of the malaria vector Anopheles stephensi</article-title>. <source>Frontiers in public health</source>. DOI:<pub-id pub-id-type="doi">10.3389/fpubh.2019.00053</pub-id></mixed-citation></ref><ref id="R44"><mixed-citation publication-type="journal"><name><surname>Tadesse</surname><given-names>FG</given-names></name>, <name><surname>Ashine</surname><given-names>T</given-names></name>, <etal/>
<year>2021</year>. <article-title><italic toggle="yes">Anopheles stephensi</italic> mosquitoes as vectors of <italic toggle="yes">Plasmodium vivax</italic> and <italic toggle="yes">P. falciparum</italic>, Horn of Africa, 2019</article-title>. <source>Emerging Infectious Diseases</source>, <volume>27</volume>(<issue>2</issue>): <fpage>603</fpage>. DOI:<pub-id pub-id-type="doi">10.3201/eid2702.200019</pub-id><pub-id pub-id-type="pmid">33496217</pub-id>
</mixed-citation></ref><ref id="R45"><mixed-citation publication-type="journal"><name><surname>Tadesse</surname><given-names>FG</given-names></name>, <name><surname>Emiru</surname><given-names>T</given-names></name>, <name><surname>Getachew</surname><given-names>D</given-names></name>, &#x02026; and <name><surname>Bousema</surname><given-names>T</given-names></name>
<year>2023</year>. <source>Anopheles stephensi is implicated in an outbreak of Plasmodium falciparum parasites that carry markers of drug and diagnostic resistance in Dire Dawa City, Ethiopia, January&#x02013;July 2022</source>. <comment>In review.</comment> DOI:<pub-id pub-id-type="doi">10.21203/rs.3.rs-2847814/v1</pub-id></mixed-citation></ref><ref id="R46"><mixed-citation publication-type="book"><name><surname>Tyson</surname><given-names>E</given-names></name>, <name><surname>Bowser</surname><given-names>A</given-names></name> and <name><surname>Palmer</surname><given-names>J</given-names></name>
<etal/>
<year>2018</year>. <source>Global mosquito alert</source> &#x02013; <collab>Wilson Center</collab>. <comment><ext-link xlink:href="https://www.wilsoncenter.org/sites/default/files/media/documents/publication/global_mosquito_alert_2018.pdf" ext-link-type="uri">https://www.wilsoncenter.org/sites/default/files/media/documents/publication/global_mosquito_alert_2018.pdf</ext-link>.</comment></mixed-citation></ref><ref id="R47"><mixed-citation publication-type="journal"><name><surname>Uelmen</surname><given-names>JA</given-names><suffix>Jr.</suffix></name>, <name><surname>Mapes</surname><given-names>CD</given-names></name>, <name><surname>Prasauskas</surname><given-names>A</given-names></name>, <name><surname>Boohene</surname><given-names>C</given-names></name>, <name><surname>Burns</surname><given-names>L</given-names></name>, <name><surname>Stuck</surname><given-names>J</given-names></name> and <name><surname>Carney</surname><given-names>RM</given-names></name>. <year>2023</year>. <article-title>A habitat model for disease vector <italic toggle="yes">Aedes aegypti</italic> in the Tampa Bay Area, Florida</article-title>. <source>Journal of the American Mosquito Control Association</source>, <volume>39</volume>(<issue>2</issue>): <fpage>96</fpage>&#x02013;<lpage>107</lpage>. DOI:<pub-id pub-id-type="doi">10.2987/22-7109</pub-id><pub-id pub-id-type="pmid">37364184</pub-id>
</mixed-citation></ref><ref id="R48"><mixed-citation publication-type="book"><collab>US President&#x02019;s Malaria Initiative</collab>. <year>2023</year>. <source>PMI action plan to respond to the threat of Anopheles stephensi in Africa</source>. <comment><ext-link xlink:href="https://www.pmi.gov/what-we-do/entomological-monitoring/anstephensi/" ext-link-type="uri">https://www.pmi.gov/what-we-do/entomological-monitoring/anstephensi/</ext-link>.</comment></mixed-citation></ref><ref id="R49"><mixed-citation publication-type="journal"><name><surname>Villena</surname><given-names>OC</given-names></name>, <name><surname>Ryan</surname><given-names>SJ</given-names></name>, <name><surname>Murdock</surname><given-names>CC</given-names></name> and <name><surname>Johnson</surname><given-names>LR</given-names></name>. <year>2022</year>. <article-title>Temperature impacts the environmental suitability for malaria transmission by <italic toggle="yes">Anopheles gambiae</italic> and <italic toggle="yes">Anopheles stephensi</italic></article-title>. <source>Ecology</source>, <volume>103</volume>(<issue>8</issue>). DOI:<pub-id pub-id-type="doi">10.1002/ecy.3685</pub-id></mixed-citation></ref><ref id="R50"><mixed-citation publication-type="journal"><name><surname>Whittaker</surname><given-names>C</given-names></name>, <name><surname>Hamlet</surname><given-names>A</given-names></name>, <name><surname>Sherrard-Smith</surname><given-names>E</given-names></name>, <name><surname>Winskill</surname><given-names>P</given-names></name>, <name><surname>Cuomo-Dannenburg</surname><given-names>G</given-names></name>, <name><surname>Walker</surname><given-names>PG</given-names></name>, <name><surname>Sinka</surname><given-names>M</given-names></name>, <name><surname>Pironon</surname><given-names>S</given-names></name>, <name><surname>Kumar</surname><given-names>A</given-names></name>, <name><surname>Ghani</surname><given-names>A</given-names></name>, <name><surname>Bhatt</surname><given-names>S</given-names></name> and <name><surname>Churcher</surname><given-names>TS</given-names></name>. <year>2023</year>. <article-title>Seasonal dynamics of <italic toggle="yes">Anopheles stephensi</italic> and its implications for mosquito detection and emergent malaria control in the Horn of Africa</article-title>. <source>Proceedings of the National Academy of Sciences</source>, <volume>120</volume>(<issue>8</issue>): <fpage>e2216142120</fpage>. DOI:<pub-id pub-id-type="doi">10.1073/pnas.2216142120</pub-id></mixed-citation></ref><ref id="R51"><mixed-citation publication-type="book"><collab>World Bank</collab>. <year>2023</year>. <part-title>Leveraging Resource Wealth During the Low Carbon Transition</part-title>. <source>Africa&#x02019;s Pulse, No. 27 (April)</source>. <publisher-loc>Washington, DC</publisher-loc>: <publisher-name>World Bank</publisher-name>. <comment>License: Creative Commons Attribution CC BY 3.0 IGO.</comment> DOI:<pub-id pub-id-type="doi">10.1596/978-1-4648-1985-8</pub-id></mixed-citation></ref><ref id="R52"><mixed-citation publication-type="book"><collab>World Health Organization</collab>. <year>2017</year>. <source>UNICEF/UNDP/World Bank/WHO Special Programme for Research and Training in Tropical Diseases: Global vector control response 2017&#x02013;2030</source>. <comment><ext-link xlink:href="https://apps.who.int/iris/handle/10665/259002" ext-link-type="uri">https://apps.who.int/iris/handle/10665/259002</ext-link>.</comment>
<comment>License: CC BY-NC-SA 3.0 IGO.</comment></mixed-citation></ref><ref id="R53"><mixed-citation publication-type="book"><collab>World Health Organization</collab>. <year>2021</year>. <source>World malaria report 2021</source>. <publisher-loc>Geneva</publisher-loc>: <publisher-name>World Health Organization</publisher-name>. <comment>License: CC BY-NC-SA 3.0 IGO. 322 pages.</comment></mixed-citation></ref><ref id="R54"><mixed-citation publication-type="book"><collab>World Health Organization</collab>. <year>2022a</year>. <source>Fact sheet about malaria</source>. <publisher-name>World Health Organization</publisher-name>. <comment><ext-link xlink:href="https://www.who.int/news-room/fact-sheets/detail/malaria" ext-link-type="uri">https://www.who.int/news-room/fact-sheets/detail/malaria</ext-link>.</comment></mixed-citation></ref><ref id="R55"><mixed-citation publication-type="book"><collab>World Health Organization</collab>. <year>2022b</year>. <source>World malaria report 2022</source>. <publisher-name>World Health Organization</publisher-name>. <comment><ext-link xlink:href="https://www.who.int/publications/i/item/9789240064898" ext-link-type="uri">https://www.who.int/publications/i/item/9789240064898</ext-link>.</comment></mixed-citation></ref><ref id="R56"><mixed-citation publication-type="book"><collab>World Health Organization</collab>. <year>2022c</year>. <source>WHO launches new initiative to stop the spread of invasive malaria vector in Africa</source>. <publisher-name>World Health Organization</publisher-name>. <comment><ext-link xlink:href="https://www.who.int/news/item/29-09-2022-who-launches-new-initiative-to-stop-the-spread-of-invasive-malaria-vector-in-africa" ext-link-type="uri">https://www.who.int/news/item/29-09-2022-who-launches-new-initiative-to-stop-the-spread-of-invasive-malaria-vector-in-africa</ext-link>.</comment></mixed-citation></ref><ref id="R57"><mixed-citation publication-type="book"><collab>World Health Organization</collab>. <year>2023a</year>. <source>Malaria threats map</source>. <comment><ext-link xlink:href="https://apps.who.int/malaria/maps/threats/" ext-link-type="uri">https://apps.who.int/malaria/maps/threats/</ext-link>.</comment></mixed-citation></ref><ref id="R58"><mixed-citation publication-type="book"><collab>World Health Organization</collab>. <year>2023b</year>. <source>Vector alert: Anopheles stephensi invasion and spread in Africa and Sri Lanka</source>. <comment><ext-link xlink:href="https://www.who.int/publications/i/item/9789240067714" ext-link-type="uri">https://www.who.int/publications/i/item/9789240067714</ext-link>.</comment></mixed-citation></ref></ref-list></back><floats-group><fig position="float" id="F1"><label>Figure 1</label><caption><p id="P54">Diagnostic features of adult female <italic toggle="yes">Anopheles</italic> (<italic toggle="yes">An</italic>.) <italic toggle="yes">stephensi</italic> compared to <italic toggle="yes">An. gambiae</italic> sensu lato. On the palps, <italic toggle="yes">An. stephensi</italic> has a broader subapical white band (red arrow #1) and white speckling (#2). On wing vein 1, the median dark spot has two pale interruptions (#3,4), sometimes fused with the presector pale spot to the left and the subcostal pale spot to the right, respectively (as they are here). The subapical dark spot has no pale interruption (#5). Additionally, the scales of the thorax are broader in <italic toggle="yes">An. stephensi</italic> (<italic toggle="yes">top right</italic>). Legs are practically indistinguishable.</p></caption><graphic xlink:href="nihms-1977255-f0001" position="float"/></fig><fig position="float" id="F2"><label>Figure 2</label><caption><p id="P55">Mosquito Alert user interface. Screenshots illustrating the mobile app&#x02019;s dashboard <bold>(a)</bold>, where clicking on the DNA icon (<italic toggle="yes">red circle</italic>) will provide instructions <bold>(b)</bold> for mailing a mosquito specimen for testing <bold>(c)</bold>, provided the citizen scientist is in a country with a partner laboratory actively accepting submissions.</p></caption><graphic xlink:href="nihms-1977255-f0002" position="float"/></fig><fig position="float" id="F3"><label>Figure 3</label><caption><p id="P56">Our ongoing iNaturalist citizen science campaign for monitoring mosquitoes throughout Africa, particularly targeting <italic toggle="yes">Anopheles stephensi</italic> (<ext-link xlink:href="http://mosquitoesinAfrica.org" ext-link-type="uri">mosquitoesinAfrica.org</ext-link>).</p></caption><graphic xlink:href="nihms-1977255-f0003" position="float"/></fig><fig position="float" id="F4"><label>Figure 4</label><caption><p id="P57">Global Mosquito Observations Dashboard, desktop interface (<ext-link xlink:href="http://mosquitodashboard.org" ext-link-type="uri">mosquitodashboard.org</ext-link>); which integrates datasets from four global platforms: Mosquito Alert, iNaturalist, and NASA GLOBE Observer&#x02019;s Mosquito Habitat Mapper (MHM) and Land Cover. Inset: MHM citizen scientist&#x02019;s photo, taken with a smartphone and a 60&#x000d7; clip-on lens, of an anopheline larva found in a tire in Madagascar in March of 2020, classified by artificial intelligence (AI) algorithms as <italic toggle="yes">An. stephensi</italic>.</p></caption><graphic xlink:href="nihms-1977255-f0004" position="float"/></fig><fig position="float" id="F5"><label>Figure 5</label><caption><p id="P58">Artificial intelligence dashboard, mobile interface (<ext-link xlink:href="http://mosquitoID.org" ext-link-type="uri">mosquitoID.org</ext-link>). Note inset with 60&#x000d7; clip-on lens at middle right. Bottom: QR codes to direct readers to the respective websites.</p></caption><graphic xlink:href="nihms-1977255-f0005" position="float"/></fig></floats-group></article>