Preventable hospitalizations for angina have been decreasing since the late 1980s — most likely because of changes in guidance, physician coding practices, and reimbursement. We asked whether this national decline has continued and whether preventable emergency department visits for angina show a similar decline.
We used National Hospital Discharge Survey data from 1995 through 2010 and National Hospital Ambulatory Medical Care Survey data from 1995 through 2009 to study preventable hospitalizations and emergency department visits, respectively. We calculated both crude and standardized rates for these visits according to technical specifications published by the Agency for Healthcare Research and Quality, which uses population estimates from the US Census Bureau as the denominator for the rates.
Crude hospitalization rates for angina declined from 1995–1998 to 2007–2010 for men and women in all 3 age groups (18–44, 45–64, and ≥65) and age- and sex-standardized rates declined in a linear fashion (
We extend previous research by showing that preventable hospitalization rates for angina have continued to decline beyond the time studied previously. We also show that emergency department visits for the same condition have also declined during the past 15 years. Although these declines are probably due to changes in diagnostic practices in the hospitals and emergency departments, more studies are needed to fully understand the reasons behind this phenomenon.
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Evaluate trends in emergency department visits for chest pain
Analyze characteristics of emergency department visits for angina in the current study
Analyze characteristics of hospitalizations for angina in the current study
Distinguish patterns in preventable emergency department visits and hospitalizations for angina over time
Caran Wilbanks, Editor,
Charles P. Vega, MD, Associate Professor and Residency Director, Department of Family Medicine, University of California, Irvine. Disclosure: Charles P. Vega, MD, has disclosed no relevant financial relationships.
Disclosures: Julie C. Will, PhD, MPH, owns stock, stock options, or bonds from Johnson & Johnson and Pfizer. Amy L. Valderrama, PhD,and Paula W. Yoon, ScD, MPH have disclosed no relevant financial relationships.
Affiliation: Julie C. Will, Amy L. Valderrama, and Paula W. Yoon, Centers for Disease Control and Prevention, Atlanta, Georgia.
Expert committees identified conditions for which hospitalization could be avoided if patients had early access to good quality outpatient health care (
Secular declines in preventable hospitalizations for angina have been reported for people aged 65 years or older (
The purpose of this study was to confirm previous findings of a decline in preventable hospitalizations for angina as defined by Agency for Healthcare Research and Quality’s (AHRQ’s) Prevention Quality Indicator (PQI) number 13 (
We obtained hospitalization data (1995–2010) from the National Hospital Discharge Survey (NHDS). We obtained ED visit data (1995–2009) from the National Hospital Ambulatory Medical Care Survey (NHAMCS). Both surveys were conducted by the National Center for Health Statistics (NCHS) (
Response rates for the NHDS hospitals are generally at least 90%; however, in 2008, 2009, and 2010 the rates dropped to about 86%. In NHAMCS, about 90% of hospitals respond to the survey. From the hospitals with EDs, approximately 90% of EDs agree to provide survey information.
We calculated NHDS hospitalization and NHAMCS ED rates according to the technical specifications published by AHRQ for PQI number 13 (
For NHDS, after the survey staff selected discharge records for study, demographic and medical data were abstracted by US Bureau of the Census staff (acting as agents for NCHS) or by hospital staff primarily from the records’ face sheets (the first page or cover page containing information such as health and medical requirements listed in an easy-to-use format) and discharge summaries. Editing and quality checks were made by NCHS; then the records were made available for analysis via a computerized database. We used the confidential database at the NCHS’s Research Data Center (which includes variables not available in the NHDS public-use database) for this analysis, which allowed us to use sampling design variables to calculate standard errors. For NHAMCS, hospital staff used medical records to complete the Patient Record Forms (brief, one-page forms that record the required survey information) for the ED visits. We used the public-use database because it included sampling design variables along with demographic and medical information.
In describing the characteristics of patients with preventable visits, we used 3 categories for race: white, black, or other (
We estimated the total weighted number of preventable hospitalizations or ED visits for angina each year for persons aged 18 years or older. Because angina as a primary reason for a visit is rare, we combined 4 years of data to obtain 4 time periods: 1995–1998, 1999–2002, 2003–2006, and 2007 through the most recent year of data available (2010 for NHDS and 2009 for NHAMCS). We summed the census population estimates during these same time periods and used the results to calculate rates per 100,000 population.
We stratified the population by sex and age (18–44, 45–64, and ≥65 years for NHDS; and 18–64 and ≥65 years for NHAMCS). We used only 2 age categories for NHAMCS because using 3 resulted in large standard errors for point estimates. We also produced age- and sex- standardized rates using the 2000 US Census population as the standard population (
We used Proc Crosstab in SUDAAN 10.0 (Research Triangle Institute, Research Triangle Park, North Carolina) to calculate 95% confidence intervals (CIs) around the estimates. We did not calculate CIs around the denominators because they were derived from a census of the population. We tested differences between subgroups using
From 1995 through 2010, there were 13,962 records for which angina without procedure was the first-listed diagnosis among persons aged 18 years or older in the NHDS sampled hospitals. This translates to a weighted estimate of 1,926,000 of these hospitalizations for US adults during the 16 years, an average of 120,000 each year.
In 1995–1998, most hospitalizations (57.2%) occurred among persons aged 65 years or older (
| Characteristics | 1995–1998 | 1999–2002 | 2003–2006 | 2007–2010 | ||||
|---|---|---|---|---|---|---|---|---|
| No. | % (95% CI) | No. | % (95% CI) | No. | % (95% CI) | No. | % (95% CI) | |
|
| ||||||||
| 18–44 | 67,747 (55,186–80,308) | 7.9 (6.9–9.1) | 42,409 (33,738–51,080) | 7.9 (6.6–9.4) | 30,482 (23,001–37,963) | 8.7 (7.0–10.7) | 22,237 (13,741–30,733) | 12.1 (8.8–16.6) |
| 45–64 | 298,789 (270,421–327,157 | 34.9 (32.3–37.6) | 215,405 (181,615–249,195) | 40.2 (36.9–43.6) | 158,838 (137,316–180,360) | 45.2 (41.0–49.4) | 88,118 (69,479–106,757) | 48.1 (41.9–54.4) |
| ≥65 | 489,188 (425,915–552,461 | 57.2 (54.5–59.8) | 278000 (230,606–325,394) | 51.9 (48.4–55.4) | 162,489 (134,597–190,381) | 46.2– (41.8–50.6) | 72,765 (53,931–91,599) | 39.7 (33.7–46.1) |
| Total | 855,724 (767,796–943,652) | 100.0 | 535,814 (458,679–612,949) | 100.0 | 351,809 (308,441–395,177) | 100.0 | 183,120 (148,541–217,699) | 100.0 |
|
| ||||||||
| Male | 411,336 (364,490–458,182) | 48.1 (46.0–50.2) | 258,773 (220,173–297,373) | 48.3 (44.7–51.9) | 173,275 (150,620–195,930) | 49.3 (46.2–52.3) | 91,450 (72,280–110,620) | 49.9 (44.4–55.5) |
| Female | 444,388 (396,160–492,616) | 51.9 (49.8–54.0) | 277,041 (229,455–324,627) | 51.7 (48.1–55.3) | 178,534 (152,794–204,274) | 50.8 (47.7–53.8) | 91,670 (70,685–112,655) | 50.1 (44.5–55.6) |
| Total | 855,724 (767,796–943,652) | 100.0 | 535,814 (458,679–612,949) | 100.0 | 351,809 (308,441–395,177) | 100.0 | 183,120 (148,541–217,699) | 100.0 |
|
| ||||||||
| White | 577,591 (501,848–653,334) | 83.7 (80.8–86.1) | 358,001 (304,634–411,368) | 84.3 (81.4–86.7) | 225,827 (181,214–270,440) | 80.5 (76.2–84.1) | 115,794 (88,962–142,626) | 75.3 (68.3–81.2) |
| Black | 81,027 (66,692–95,362) | 11.7 (9.7–14.1) | 48,856 (39,423–58,289) | 11.5 (9.5–13.9) | 42,125 (34,507–49,743) | 15.0 (12.1–18.5) | 30,990 (19,295–42,685) | 20.2 (14.3–27.6) |
| Other | 31,856 (23,348–40,364) | 4.6 (3.5–6.0) | 18,086 (11,393–24,779) | 4.3 (2.9–6.1) | 12,755 (7,383–18,127) | 4.5 (3.0–6.9) | 7,036 (2,855–11,217) | 4.6 (2.6–8.0) |
| Total | 690,474 (611,853–769,095) | 100.0 | 424,943 (368,152–481,734) | 100.0 | 280,707 (234,245–327,169) | 100.0 | 153,820 (121,992–185,648) | 100.0 |
|
| ||||||||
| Northeast | 265,283 (208,654–321,912) | 31.0 (26.1–36.4) | 162,512 (100,692–224,332) | 30.3 (22.6–39.4) | 94,527 (63,605–125,449) | 26.9 (20.6–34.2) | 50,430 (29,266–71,594) | 27.5 (19.2–37.8) |
| Midwest | 209,803 (157,011–262,595) | 24.5 (19.8–29.9) | 116,232 (83,619–148,845) | 21.7 (16.7–27.7) | 76,125 (56,555–95,695) | 21.6 (17.1–27.0) | 31,174 (20,145–42,203) | 17.0 (11.9–23.7) |
| South | 266,470 (228,821–304,119) | 31.1 (27.1–35.5) | 192,298 (163,317–221,279) | 35.9 (30.2–42.0) | 126,461 (107,715–145,207) | 36.0 (30.9–41.4) | 67,618 (46,498–88,738) | 36.9 (28.4–46.4) |
| West | 114,168 (96,307–132,029) | 13.3 (11.3–15.7) | 64,772 (50,078–79,466) | 12.1 (9.4–15.4) | 54,696 (40,910–68,482) | 15.6 (12.1–19.7) | 33,898 (20,539–47,257) | 18.5 (12.7–26.2) |
| Total | 855,724 (767,796–943,652) | 100.0 | 535,814 (458,679–612,949) | 100.0 | 351,809 (308,441–395,177) | 100.0 | 183,120 (148,541–217,699) | 100.0 |
|
| ||||||||
| Medicare | 463,416 (402,132–524,700) | 55.1 (52.2–58.0) | 272,705 (226,098–319,312) | 51.2 (47.8–54.6) | 171,287 (142,697–199,877) | 49.4 (44.8–53.9) | 80,199 (63,191–97,207) | 44.8 (40.3–49.3) |
| Medicaid | 56,257 (46,254–66,260) | 6.7 (5.7–7.9) | 35,840 (27,670–44,010) | 6.7 (5.6–8.0) | 27,186 (21,007–33,365) | 7.8 (6.4–9.6) | 21,662 (13,923–29,401) | 12.1 (8.8–16.4) |
| Private insurance | 262,713 (234,482–290,944) | 31.3 (28.9–33.7) | 185,239 (154,902–215,576) | 34.8 (31.3–38.4) | 119,110 (99,001–139,219) | 34.3 (29.9–39.0) | 57,541 (43,423–71,659) | 32.1 (27.1–37.6) |
| Other | 58,161 (47,263–69,059) | 6.9 (5.9–8.2) | 38,858 (29,779–47,937) | 7.3 (6.0–8.9) | 29,356 (22,542–36,170) | 8.5 (6.8–10.5) | 19,711 (13,341–26,081) | 11.0 (8.2–14.6) |
| Total | 840,547 (754,288–926,806) | 100.0 | 532,642 (455,712–609,572) | 100.0 | 346,939 (304,984–388,894) | 100.0 | 179,113 (146,721–211,505) | 100.0 |
Totals here are less than totals for the other characteristics because of missing values: 165,250 (19.3%) in 1995–1998; 110,871 (20.7%) in 1999–2002; 71,102 (20.2%) in 2003–2006; and 29,300 (16.0%) in 2007–2010. Missing values were not included in the calculation of the percentages.
Totals here are less than totals for the other characteristics because of missing values: 15,177 (1.8%) in 1995–1998; 3,172 (0.6%) in 1999–2002; 4,870 (1.4%) in 2003–2006; and 4,007 (2.2%) in 2007–2010. Missing values were not included in the calculation of the percentages.
For both women and men, the rates for preventable angina hospitalizations increased significantly by age within each time period except for the most recent time period (
| Age, y/Sex | 1995–1998, no. (95% CI) | 1999–2002, no. (95% CI) | 2003–2006, no. (95% CI) | 2007–2010, no. (95% CI) |
|---|---|---|---|---|
|
| ||||
| Men | 15.6 | 10.0 | 6.8 (4.8–8.9) | 4.6 |
| Women | 9.1 (6.5–11.7) | 4.7 (2.7–6.8) | 4.6 (2.7–6.5) | 3.2 |
|
| ||||
| Men | 127.9 | 74.6 (61.0–88.2) | 49.6 (40.5–58.8) | 25.1 |
| Women | 98.9 (84.6–113.1) | 62.1 (51.3–72.9) | 37.2 (28.3–46.1) | 23.1 |
|
| ||||
| Men | 293.1 (247.1–339.0) | 156.5 (128.1–184.9) | 89.4 (65.7–113.2) | 42.9 |
| Women | 287.4 (245.9–329.0) | 157.1 (124.1–190.2) | 89.7 (68.8–110.7) | 35.4 |
Abbreviation: CI, confidence interval.
The male–female difference in this age group and time period is significant at
Rates dropped significantly (
During 1995–2009, there were 1,796 preventable ED visits for angina among persons aged 18 years or older in the EDs sampled by NHAMCS. This translates to a weighted number of 6,854,508 of these visits for US adults during 15 years, an average of 457,000 each year.
In 1995–1998, most visits (58.9%) were by persons aged 65 years or older (
| Characteristics | 1995–1998 | 1999–2002 | 2003–2006 | 2007–2009 | ||||
|---|---|---|---|---|---|---|---|---|
| No. | % (95% CI) | No. | % (95% CI) | No. | % (95% CI) | No. | % (95% CI) | |
|
| ||||||||
| 18–64 | 921,264 (732,979–1,109,549) | 41.1 (35.7–46.7) | 1,054,389 (792,710–1,316,068) | 50.4 (44.3–56.6) | 827,861 (629,751–1,025,971) | 56.6 (50.8–62.3) | 579,303 (419,944–738,662) | 54.6 (47.1–61.9) |
| ≥65 | 1,319,642 (1,087,176–1,552,108) | 58.9 (53.3–64.3) | 1,035,827 (790,004–1,281,650) | 49.6 (43.4–55.7) | 634,108 (479,831–788,385) | 43.4 (37.7–49.2) | 482,114 (345,446–618,782) | 45.4 (38.1–52.9) |
| Total | 2,240,906 (1,901,893–2,579,919) | 100.0 | 2,090,216 (1,653,952–2,526,480) | 100.0 | 1,461,969 (1,153,769–1,770,169) | 100.0 | 1,061,417 (811,535–1,311,299) | 100.0 |
|
| ||||||||
| Male | 1,192,931 (968,809–1,417,053) | 53.2 (48.2– 58.2) | 1,053,092 (810,450–1,295,734) | 50.4 (45.2– 55.6) | 724,786 (553,894–895,678) | 49.6 (43.9–55.3) | 546,920 (399,843–693,997) | 51.5 (43.7–59.3) |
| Female | 1,047,975 (865,643–1,230,307) | 46.8 (41.8–51.8) | 1,037,124 (792,403–1,281,845) | 49.6 (44.4–54.8) | 737,183 (557,121–917,245) | 50.4 (44.7–56.1) | 514,497 (361,312–667,682) | 48.5 (40.7–56.3) |
| Total | 2,240,906 (1,901,893–2,579,919) | 100.0 | 2,090,216 (1,653,952–2,526,480) | 100.0 | 1,461,969 (1,153,769–1,770,169) | 100.0 | 1,061,417 (811,535–1,311,299) | 100.0 |
|
| ||||||||
| White | 1,914,937 (1,597,954–2,231,920) | 85.5 (81.1–88.9) | 1,860,013 (1,443,863–2,276,163) | 89.0 (85.0–92.0) | 1,230,359 (952,283–1,508,435) | 84.2 (79.1–88.2) | 867,173 (643,864–1,090,482) | 81.7 (75.2–86.8) |
| Black | 269,949 (182,901–356,997) | 12.1 (8.8–16.3) | 204,632 (134,457–274,807) | 9.8 (6.9–13.8) | 192,501 (123,837–261,165) | 13.2 (9.4–18.2) | 153,806 (90,985–216,627) | 14.5 (9.8–20.9) |
| Other | 56,020 | 2.5 (1.4–4.3) | 25,571 | 1.2 | 39,109 | 2.7 | 40,438 | 3.8 |
| Total | 2,240,906 (1,901,893–2,579,919) | 100.0 | 2,090,216 (1,653,952–2,526,480) | 100.0 | 1,461,969 (1,153,769–1,770,169) | 100.0 | 1,061,417 (811,535–1,311,299) | 100.0 |
|
| ||||||||
| Northeast | 656,593 (457,969–855,217) | 29.3 (22.6–37.0) | 424,030 (251,184–596,876) | 20.3 (13.7–29.0) | 433,192 (275,712–590,672) | 29.6 (21.2–39.7) | 253,649 (144,204–363,094) | 23.9 (15.8–34.4) |
| Midwest | 559,429 (379,101–739,757) | 25.0 (18.8–32.4) | 541,165 (320,041–762,289) | 25.9 (17.8–36.0) | 337,055 (189,747–484,363) | 23.1 (15.4–33.1) | 247,900 (122,417–373,383) | 23.4 (14.7–35.1) |
| South | 618,463 (459,837–777,089) | 27.6 (21.7–34.3) | 750,554 (446,805–1,054,303) | 35.9 (26.0–47.2) | 408,993 (230,330–587,656) | 28.0 (19.1–39.0) | 337,587 (184,227–490,947) | 31.8 (21.5–44.2) |
| West | 406,421 (272,991–539,851) | 18.1 (13.3–24.3) | 374,467 (235,572–513,362) | 17.9 (12.3–25.4) | 282,729 (153,994–411,464) | 19.3 (12.5–28.6) | 222,281 (116,461–328,101) | 20.9 (13.3–31.4) |
| Total | 2,240,906 (1,901,893–2,579,919) | 100.0 | 2,090,216 (1,653,952–2,526,480) | 100.0 | 1,461,969 (1,153,769–1,770,169) | 100.0 | 1,061,417 (811,535–1,311,299) | 100.0 |
|
| ||||||||
| Medicare | 1,172,809 (956,094–1,389,524) | 52.6 (47.3–57.8) | 1,025,258 (768,155–1,282,361) | 49.3 (43.6–54.9) | 648,214 (485,171–811,257) | 44.7 (38.8–50.8) | 496,279 (365,927–626,631) | 48.6 (41.4–55.9) |
| Medicaid | 127,981 | 5.7 (3.7–8.8) | 155,414 (88,748–222,080) | 7.5 (5.0–10.9) | 131,911 (83,255–180,567) | 9.1 (6.5–12.6) | 84,442 | 8.3 |
| Private insurance | 691,293 (528,540–854,046) | 31.0 (26.1–36.3) | 733,390 (544,932–921,848) | 35.2 (29.4–41.5) | 443,700 (309,184–578,216) | 30.6 (25.2–36.5) | 357,366 (248,430–466,302) | 35.0 (29.5–40.9) |
| Other | 238,795 (164,560–313,030) | 10.7 (7.9–14.4) | 167,803 (97,138–238,468) | 8.1 (5.6–11.5) | 226,953 (148,968–304,938) | 15.6 (11.5–21.0) | 83,145 | 8.1 |
| Total | 2,230,878 (1,893,710–2,568,046) | 100.0 | 2,081,865 (1,646,211–2,517,519) | 100.0 | 1,450,778 (1,145,748–1,755,808) | 100.0 | 1,021,232 (777,016–1,265,448) | 100.0 |
This estimate is unreliable according to the National Center for Health Statistics’ standard that estimates should be based on either 30 or more records or a relative standard error of 30% or less.
Totals here are less than totals for the other characteristics because of missing values: 10,028 in 1995–1998; 8,351 in 1999–2002; 11,191 in 2003–2006; and 40,185 in 2007–2009. Missing values are not included in the calculation of the percentages.
For women and men, the rates for preventable ED visits for angina were significantly higher for those aged 65 years or older compared with those who were younger (
| Age,y/Sex | 1995–1998 | 1999–2002 | 2003–2006 | 2007–2009 |
|---|---|---|---|---|
|
| ||||
| Men | 177.3 (131.5–223.04) | 177.6 (131.5–223.7) | 126.0 (89.7–162.2) | 129.4 (92.5–166.4) |
| Women | 107.7 (79.6–135.8) | 129.6 (86.0–173.1) | 102.3 (75.3–129.2) | 77.0 (43.3–110.8) |
|
| ||||
| Men | 1,170.5 (874.8–1,466.3) | 806.1 (582.7–1,029.6) | 461.7 (327.4–595.9) | 391.2 |
| Women | 933.2 (746.3–1,119.9) | 753.2 (546.8–959.7) | 448.2 (317.4–578.9) | 464.1 |
Rates dropped significantly (
A test of linear trend shows that age- and sex-standardized hospitalization rates for angina (
Rates of age- and sex-standardized preventable hospitalization and emergency department visits for angina in the United States across 4 time periods. Sources: National Hospital Discharge Survey, 1995–2010 (
Year Visits Per 100,00 Population
Hospital Emergency Department Visits
89.1 291.6
50.69 257.8
31.03 171.1
15.76 158.6
We found that both preventable hospitalizations and ED visits for angina declined from the mid-1990s through 2007–2010; however, the rate of decline has been less for ED visits than for preventable hospitalizations. Consequently, the decline in preventable hospitalizations for angina in the inpatient setting is unlikely to be due to increased management of this condition in EDs.
Hypotheses for this rapid decline include 1) a decreasing rate of angina (although little evidence is available, US and British studies reported either flat or increasing rates during the 1990s) (
We explored changes in the rate of preventable ED visits for angina to address the hypothesis that management of angina has moved from the inpatient setting to the ED setting. In fact, ED use has increased over the last 10 or more years with inpatient beds decreasing over this same time period (
Many patients who in the past would have received diagnoses of angina may now be more likely to receive diagnoses of coronary atherosclerotic disease (
Our study contributes newly to the literature in the following ways: 1) hospitalization data are from a representative sample of US hospitals; 2) data on preventable ED visits are also examined, leading us to conclude that these visits have declined over time; 3) CIs around rates show the degree of certainty or uncertainty; and 4) our results add almost another decade of data to those of previous studies.
Our study also has limitations. First, it is important to continue to examine our proposed hypotheses and those of other researchers (
Regardless of the reasons for the decline in angina hospitalizations and ED visits, primary and secondary prevention strategies should continue to be a hallmark of care for patients with coronary artery disease. Using prevention strategies, however, does not obviate the need for further research. To move beyond speculation, studies are needed on factors that influence doctors to change primary admissions diagnoses of angina to primary discharge diagnoses other than angina. Second, validity studies or experts’ opinions are important to provide guidance on the best way to define a preventable ED visit. With these advances, we could more easily determine whether using the metrics of preventable hospitalizations and ED visits for angina will provide valuable information on the quality of outpatient medical care and the ability of the public health system to support primary prevention efforts.
We have received no funding for this study.
The opinions expressed by authors contributing to this journal do not necessarily reflect the opinions of the U.S. Department of Health and Human Services, the Public Health Service, the Centers for Disease Control and Prevention, or the authors' affiliated institutions.
To obtain credit, you should first read the journal article. After reading the article, you should be able to answer the following, related, multiple-choice questions. To complete the questions (with a minimum 70% passing score) and earn continuing medical education (CME) credit, please go to
You are seeing a 57-year-old man in the emergency department (ED) for a 2-hour history of left chest pain. Which of the following statements regarding ED visits for chest pain and their management is most accurate?
Rates of total non-injury ED visits for chest pain have declined in the past decades
The rate of discharge for the diagnosis of chest pain vs more specific pathologic conditions has increased dramatically
Observation units are present in less than 5% of EDs
Chest pain is the leading cause of admission to the ED observation unit
Based on the data in the current study by Dr. Will and colleagues, what should you consider regarding trends in ED visits for angina?
By 2007-2009, most visits were among patients at age 65 years or older
Preventable ED visits were more common among older vs younger adults
Men had more ED visits compared with women
Medicaid paid for the majority of ED visits
You consider admitting the patient to the hospital for a cardiac workup. What should you consider regarding data on hospitalizations for angina in the current study?
Older adults were more likely to be hospitalized throughout the study period
Hospitalizations were most common in the western United States
Most hospitalizations were covered by Medicare
The rate of preventable hospitalizations decreased with time among men, but not women
What were the trends in preventable ED visits and hospitalizations for angina in the current study?
Reductions in the rates of both preventable ED visits and hospitalizations over time
Higher rates of preventable ED visits but lower rates of preventable hospitalizations over time
Lower rates of preventable ED visits over time, but no change in the rate of preventable hospitalizations
Higher rates of both preventable ED visits and preventable hospitalizations over time
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