{ "slug": "oklahoma-county-primary-care-access-2026", "title": "Oklahoma County Primary-Care Access & Health-Burden Scorecard", "summary": "A county-level targeting index for Oklahoma, fusing adult chronic-disease and social-risk prevalence (CDC PLACES) with federally designated primary-care provider shortages (HRSA). Ranks all 77 counties by combined need so a health department or rural-health office can see where high burden and thin provider supply overlap.", "state": "Oklahoma", "category": "Public Health & Risk", "tags": [ "public-health", "health-access", "geospatial-risk", "government-data", "oklahoma" ], "publishedDate": "2026-08-01", "accessAxisLabel": "Access & SDOH barriers", "generatedAt": "2026-08-01T06:59:06+00:00", "dataVintage": { "places": "PLACES: Local Data for Better Health, County Data, 2025 release (measure year 2023)", "hpsa": "HRSA Primary Care HPSA detail extract, accessed 2026-08-01", "acs": "ACS 2019-2023 5-year estimates" }, "methodology": "A Health-Burden axis is built from CDC PLACES crude adult prevalence (diagnosed diabetes, obesity, high blood pressure, coronary heart disease, fair or poor self-rated health, frequent physical distress). An Access & SDOH barriers axis combines uninsured (adults 18-64), lack of reliable transportation, food insecurity, housing insecurity, below poverty (acs), households without a vehicle (acs) (Census ACS measures join CDC PLACES here). Each measure is min-max normalized across the state's counties to 0-100, then averaged within its axis. A Provider-Shortage axis scales each county's worst designated primary-care HPSA score against the HRSA 0-26 severity scale. The combined Targeting-Priority Index is the equal-weighted mean of the three axes. PLACES values are model-based estimates with confidence intervals (carried per county), not direct counts. Scores are relative WITHIN Oklahoma: a 100 marks the worst county in the state on that axis, not a national benchmark.", "limitations": [ "Scores are intra-state relative, not absolute or cross-state comparable.", "PLACES values are small-area model-based estimates with confidence intervals, not direct counts.", "HPSA aggregation takes the worst designated primary-care score per county; geographic, population-group, and facility designations are pooled.", "Equal axis weighting is a transparent default, not a calibrated policy model.", "Socioeconomic measures are ACS 2019-2023 5-year estimates; ACS estimates carry margins of error not reflected in the composite.", "This is informational analysis of public data, not clinical, individual, or actuarial advice." ], "sources": [ { "name": "CDC PLACES — Local Data for Better Health (County Data)", "dataset": "PLACES: Local Data for Better Health, County Data, 2025 release (measure year 2023)", "url": "https://www.cdc.gov/places/", "apiUrl": "https://data.cdc.gov/resource/swc5-untb.json", "accessedDate": "2026-08-01" }, { "name": "HRSA — Primary Care Health Professional Shortage Areas", "dataset": "Shortage Area HPSA detail (Primary Care discipline, designated)", "url": "https://data.hrsa.gov/data/download", "accessedDate": "2026-08-01" }, { "name": "U.S. Census Bureau — American Community Survey (5-year)", "dataset": "ACS 2019-2023 5-year estimates", "url": "https://www.census.gov/programs-surveys/acs/", "apiUrl": "https://api.census.gov/data/2023/acs/acs5", "accessedDate": "2026-08-01" } ], "measures": { "burden": [ { "id": "DIABETES", "label": "Diagnosed diabetes" }, { "id": "OBESITY", "label": "Obesity" }, { "id": "BPHIGH", "label": "High blood pressure" }, { "id": "CHD", "label": "Coronary heart disease" }, { "id": "GHLTH", "label": "Fair or poor self-rated health" }, { "id": "PHLTH", "label": "Frequent physical distress" } ], "access": [ { "id": "ACCESS2", "label": "Uninsured (adults 18-64)" }, { "id": "LACKTRPT", "label": "Lack of reliable transportation" }, { "id": "FOODINSECU", "label": "Food insecurity" }, { "id": "HOUSINSECU", "label": "Housing insecurity" }, { "id": "ACS_POVERTY", "label": "Below poverty (ACS)" }, { "id": "ACS_NOVEHICLE", "label": "Households without a vehicle (ACS)" } ] }, "stats": { "counties": 77, "countiesWithHpsa": 76, "countiesWithHpsaPct": 99, "medianDiabetes": 14.1, "diabetesMin": { "county": "Payne", "value": 9.8 }, "diabetesMax": { "county": "Pushmataha", "value": 17.7 }, "medianUninsured": 11.6 }, "keyFindings": [ "76 of Oklahoma's 77 counties (99%) fall within a federally designated primary-care Health Professional Shortage Area.", "Adult diagnosed-diabetes prevalence ranges from 9.8% in Payne County to 17.7% in Pushmataha County, a 7.9-point spread within a single state.", "Adair County carries the highest combined targeting-priority index (80.9/100), led by its health burden score.", "The median county uninsured rate (adults 18-64) is 11.6%, and the median adult diabetes prevalence is 14.1%." ], "counties": [ { "fips": "40001", "name": "Adair", "population": 19627, "priorityIndex": 80.9, "burdenScore": 89.3, "accessScore": 84.3, "shortageScore": 69.2, "topDriver": "Health burden", "hpsaMaxScore": 18, "hpsaDesignations": 2, "raw": { "DIABETES": 17.5, "OBESITY": 46.2, "BPHIGH": 44.0, "CHD": 9.6, "GHLTH": 30.6, "PHLTH": 19.1, "ACCESS2": 13.5, "LACKTRPT": 15.6, "FOODINSECU": 30.4, "HOUSINSECU": 20.7, "ACS_POVERTY": 21.5, "ACS_NOVEHICLE": 9.7 }, "ci": { "DIABETES": { "lo": 15.2, "hi": 19.7 }, "OBESITY": { "lo": 37.9, "hi": 54.0 }, "BPHIGH": { "lo": 39.7, "hi": 48.1 }, "CHD": { "lo": 8.5, "hi": 10.7 }, "GHLTH": { "lo": 26.9, "hi": 34.5 }, "PHLTH": { "lo": 16.8, "hi": 21.4 }, "ACCESS2": { "lo": 11.1, "hi": 16.2 }, "LACKTRPT": { "lo": 13.7, "hi": 17.7 }, "FOODINSECU": { "lo": 26.4, "hi": 34.9 }, "HOUSINSECU": { "lo": 17.8, "hi": 23.7 } }, "rank": 1 }, { "fips": "40107", "name": "Okfuskee", "population": 11300, "priorityIndex": 77.3, "burdenScore": 88.2, "accessScore": 74.5, "shortageScore": 69.2, "topDriver": "Health burden", "hpsaMaxScore": 18, "hpsaDesignations": 3, "raw": { "DIABETES": 17.3, "OBESITY": 45.8, "BPHIGH": 46.0, "CHD": 10.1, "GHLTH": 29.1, "PHLTH": 18.4, "ACCESS2": 13.5, "LACKTRPT": 13.9, "FOODINSECU": 27.5, "HOUSINSECU": 18.8, "ACS_POVERTY": 27.4, "ACS_NOVEHICLE": 6.9 }, "ci": { "DIABETES": { "lo": 15.1, "hi": 19.6 }, "OBESITY": { "lo": 37.2, "hi": 54.6 }, "BPHIGH": { "lo": 41.5, "hi": 50.5 }, "CHD": { "lo": 8.9, "hi": 11.2 }, "GHLTH": { "lo": 25.2, "hi": 33.0 }, "PHLTH": { "lo": 16.1, "hi": 20.7 }, "ACCESS2": { "lo": 10.9, "hi": 16.4 }, "LACKTRPT": { "lo": 12.2, "hi": 15.9 }, "FOODINSECU": { "lo": 23.7, "hi": 31.9 }, "HOUSINSECU": { "lo": 16.1, "hi": 21.9 } }, "rank": 2 }, { "fips": "40127", "name": "Pushmataha", "population": 10800, "priorityIndex": 75.1, "burdenScore": 84.5, "accessScore": 60.1, "shortageScore": 80.8, "topDriver": "Health burden", "hpsaMaxScore": 21, "hpsaDesignations": 2, "raw": { "DIABETES": 17.7, "OBESITY": 39.1, "BPHIGH": 46.9, "CHD": 11.0, "GHLTH": 28.4, "PHLTH": 18.9, "ACCESS2": 12.2, "LACKTRPT": 12.2, "FOODINSECU": 24.1, "HOUSINSECU": 16.0, "ACS_POVERTY": 23.7, "ACS_NOVEHICLE": 7.8 }, "ci": { "DIABETES": { "lo": 15.3, "hi": 20.2 }, "OBESITY": { "lo": 30.9, "hi": 47.0 }, "BPHIGH": { "lo": 42.1, "hi": 51.2 }, "CHD": { "lo": 9.7, "hi": 12.4 }, "GHLTH": { "lo": 24.5, "hi": 32.5 }, "PHLTH": { "lo": 16.4, "hi": 21.4 }, "ACCESS2": { "lo": 9.8, "hi": 14.9 }, "LACKTRPT": { "lo": 10.5, "hi": 14.0 }, "FOODINSECU": { "lo": 20.2, "hi": 28.1 }, "HOUSINSECU": { "lo": 13.5, "hi": 18.7 } }, "rank": 3 }, { "fips": "40023", "name": "Choctaw", "population": 14276, "priorityIndex": 71.6, "burdenScore": 84.4, "accessScore": 61.3, "shortageScore": 69.2, "topDriver": "Health burden", "hpsaMaxScore": 18, "hpsaDesignations": 2, "raw": { "DIABETES": 17.2, "OBESITY": 45.4, "BPHIGH": 46.1, "CHD": 9.9, "GHLTH": 27.8, "PHLTH": 18.0, "ACCESS2": 11.9, "LACKTRPT": 12.3, "FOODINSECU": 24.5, "HOUSINSECU": 17.1, "ACS_POVERTY": 22.0, "ACS_NOVEHICLE": 8.1 }, "ci": { "DIABETES": { "lo": 15.1, "hi": 19.5 }, "OBESITY": { "lo": 36.7, "hi": 54.1 }, "BPHIGH": { "lo": 41.7, "hi": 50.5 }, "CHD": { "lo": 8.8, "hi": 11.1 }, "GHLTH": { "lo": 24.3, "hi": 31.6 }, "PHLTH": { "lo": 15.8, "hi": 20.3 }, "ACCESS2": { "lo": 9.9, "hi": 14.4 }, "LACKTRPT": { "lo": 10.8, "hi": 14.1 }, "FOODINSECU": { "lo": 21.1, "hi": 28.3 }, "HOUSINSECU": { "lo": 14.7, "hi": 19.8 } }, "rank": 4 }, { "fips": "40133", "name": "Seminole", "population": 23565, "priorityIndex": 71.6, "burdenScore": 79.4, "accessScore": 62.4, "shortageScore": 73.1, "topDriver": "Health burden", "hpsaMaxScore": 19, "hpsaDesignations": 3, "raw": { "DIABETES": 16.1, "OBESITY": 45.0, "BPHIGH": 44.4, "CHD": 9.6, "GHLTH": 27.6, "PHLTH": 18.2, "ACCESS2": 12.3, "LACKTRPT": 12.8, "FOODINSECU": 25.4, "HOUSINSECU": 17.3, "ACS_POVERTY": 22.4, "ACS_NOVEHICLE": 7.1 }, "ci": { "DIABETES": { "lo": 14.0, "hi": 18.4 }, "OBESITY": { "lo": 37.1, "hi": 53.0 }, "BPHIGH": { "lo": 40.1, "hi": 48.7 }, "CHD": { "lo": 8.5, "hi": 10.7 }, "GHLTH": { "lo": 24.0, "hi": 31.7 }, "PHLTH": { "lo": 16.0, "hi": 20.7 }, "ACCESS2": { "lo": 10.1, "hi": 14.9 }, "LACKTRPT": { "lo": 11.1, "hi": 14.8 }, "FOODINSECU": { "lo": 21.6, "hi": 29.5 }, "HOUSINSECU": { "lo": 14.8, "hi": 20.3 } }, "rank": 5 }, { "fips": "40029", "name": "Coal", "population": 5266, "priorityIndex": 71.0, "burdenScore": 84.4, "accessScore": 59.3, "shortageScore": 69.2, "topDriver": "Health burden", "hpsaMaxScore": 18, "hpsaDesignations": 1, "raw": { "DIABETES": 17.2, "OBESITY": 42.6, "BPHIGH": 45.5, "CHD": 10.4, "GHLTH": 28.5, "PHLTH": 18.7, "ACCESS2": 12.6, "LACKTRPT": 12.8, "FOODINSECU": 25.3, "HOUSINSECU": 16.7, "ACS_POVERTY": 21.3, "ACS_NOVEHICLE": 6.4 }, "ci": { "DIABETES": { "lo": 15.0, "hi": 19.5 }, "OBESITY": { "lo": 34.2, "hi": 51.4 }, "BPHIGH": { "lo": 41.1, "hi": 49.8 }, "CHD": { "lo": 9.3, "hi": 11.7 }, "GHLTH": { "lo": 24.7, "hi": 32.6 }, "PHLTH": { "lo": 16.4, "hi": 21.3 }, "ACCESS2": { "lo": 10.2, "hi": 15.4 }, "LACKTRPT": { "lo": 11.1, "hi": 14.5 }, "FOODINSECU": { "lo": 21.4, "hi": 29.3 }, "HOUSINSECU": { "lo": 14.1, "hi": 19.3 } }, "rank": 6 }, { "fips": "40135", "name": "Sequoyah", "population": 40291, "priorityIndex": 70.4, "burdenScore": 84.3, "accessScore": 53.8, "shortageScore": 73.1, "topDriver": "Health burden", "hpsaMaxScore": 19, "hpsaDesignations": 2, "raw": { "DIABETES": 16.6, "OBESITY": 47.1, "BPHIGH": 44.7, "CHD": 9.7, "GHLTH": 27.7, "PHLTH": 18.4, "ACCESS2": 12.2, "LACKTRPT": 12.7, "FOODINSECU": 24.7, "HOUSINSECU": 17.0, "ACS_POVERTY": 20.3, "ACS_NOVEHICLE": 4.5 }, "ci": { "DIABETES": { "lo": 14.3, "hi": 18.8 }, "OBESITY": { "lo": 39.6, "hi": 55.0 }, "BPHIGH": { "lo": 40.4, "hi": 49.0 }, "CHD": { "lo": 8.6, "hi": 10.8 }, "GHLTH": { "lo": 23.9, "hi": 31.5 }, "PHLTH": { "lo": 16.0, "hi": 20.8 }, "ACCESS2": { "lo": 9.9, "hi": 14.6 }, "LACKTRPT": { "lo": 11.0, "hi": 14.6 }, "FOODINSECU": { "lo": 20.9, "hi": 28.7 }, "HOUSINSECU": { "lo": 14.4, "hi": 19.8 } }, "rank": 7 }, { "fips": "40091", "name": "McIntosh", "population": 19603, "priorityIndex": 70.1, "burdenScore": 92.9, "accessScore": 48.2, "shortageScore": 69.2, "topDriver": "Health burden", "hpsaMaxScore": 18, "hpsaDesignations": 3, "raw": { "DIABETES": 17.7, "OBESITY": 44.8, "BPHIGH": 49.1, "CHD": 11.1, "GHLTH": 28.1, "PHLTH": 18.6, "ACCESS2": 11.3, "LACKTRPT": 11.5, "FOODINSECU": 22.7, "HOUSINSECU": 15.4, "ACS_POVERTY": 20.9, "ACS_NOVEHICLE": 5.5 }, "ci": { "DIABETES": { "lo": 15.4, "hi": 20.1 }, "OBESITY": { "lo": 36.6, "hi": 53.0 }, "BPHIGH": { "lo": 44.7, "hi": 53.4 }, "CHD": { "lo": 9.9, "hi": 12.4 }, "GHLTH": { "lo": 24.4, "hi": 32.0 }, "PHLTH": { "lo": 16.3, "hi": 21.0 }, "ACCESS2": { "lo": 9.1, "hi": 13.8 }, "LACKTRPT": { "lo": 10.0, "hi": 13.3 }, "FOODINSECU": { "lo": 19.3, "hi": 26.6 }, "HOUSINSECU": { "lo": 13.2, "hi": 17.9 } }, "rank": 8 }, { "fips": "40057", "name": "Harmon", "population": 2392, "priorityIndex": 68.8, "burdenScore": 74.8, "accessScore": 54.6, "shortageScore": 76.9, "topDriver": "Provider shortage", "hpsaMaxScore": 20, "hpsaDesignations": 2, "raw": { "DIABETES": 17.0, "OBESITY": 42.4, "BPHIGH": 44.7, "CHD": 9.4, "GHLTH": 27.4, "PHLTH": 17.1, "ACCESS2": 16.7, "LACKTRPT": 11.4, "FOODINSECU": 24.0, "HOUSINSECU": 17.1, "ACS_POVERTY": 17.0, "ACS_NOVEHICLE": 4.8 }, "ci": { "DIABETES": { "lo": 14.9, "hi": 19.3 }, "OBESITY": { "lo": 34.7, "hi": 50.5 }, "BPHIGH": { "lo": 40.8, "hi": 48.7 }, "CHD": { "lo": 8.4, "hi": 10.6 }, "GHLTH": { "lo": 23.8, "hi": 31.4 }, "PHLTH": { "lo": 14.9, "hi": 19.4 }, "ACCESS2": { "lo": 13.7, "hi": 19.7 }, "LACKTRPT": { "lo": 9.7, "hi": 13.2 }, "FOODINSECU": { "lo": 20.1, "hi": 28.2 }, "HOUSINSECU": { "lo": 14.4, "hi": 20.1 } }, "rank": 9 }, { "fips": "40077", "name": "Latimer", "population": 9526, "priorityIndex": 68.4, "burdenScore": 83.7, "accessScore": 52.2, "shortageScore": 69.2, "topDriver": "Health burden", "hpsaMaxScore": 18, "hpsaDesignations": 2, "raw": { "DIABETES": 17.0, "OBESITY": 42.3, "BPHIGH": 45.1, "CHD": 10.6, "GHLTH": 28.4, "PHLTH": 18.7, "ACCESS2": 12.2, "LACKTRPT": 12.8, "FOODINSECU": 24.9, "HOUSINSECU": 16.8, "ACS_POVERTY": 19.2, "ACS_NOVEHICLE": 4.1 }, "ci": { "DIABETES": { "lo": 14.8, "hi": 19.3 }, "OBESITY": { "lo": 34.2, "hi": 50.8 }, "BPHIGH": { "lo": 40.8, "hi": 49.4 }, "CHD": { "lo": 9.4, "hi": 11.8 }, "GHLTH": { "lo": 24.6, "hi": 32.0 }, "PHLTH": { "lo": 16.4, "hi": 21.0 }, "ACCESS2": { "lo": 9.8, "hi": 14.7 }, "LACKTRPT": { "lo": 11.1, "hi": 14.5 }, "FOODINSECU": { "lo": 21.1, "hi": 28.5 }, "HOUSINSECU": { "lo": 14.4, "hi": 19.3 } }, "rank": 10 }, { "fips": "40063", "name": "Hughes", "population": 13436, "priorityIndex": 66.6, "burdenScore": 65.3, "accessScore": 53.6, "shortageScore": 80.8, "topDriver": "Provider shortage", "hpsaMaxScore": 21, "hpsaDesignations": 4, "raw": { "DIABETES": 15.1, "OBESITY": 41.9, "BPHIGH": 43.0, "CHD": 9.0, "GHLTH": 26.1, "PHLTH": 16.9, "ACCESS2": 13.3, "LACKTRPT": 12.4, "FOODINSECU": 24.2, "HOUSINSECU": 17.2, "ACS_POVERTY": 20.9, "ACS_NOVEHICLE": 3.8 }, "ci": { "DIABETES": { "lo": 13.2, "hi": 17.3 }, "OBESITY": { "lo": 33.6, "hi": 50.5 }, "BPHIGH": { "lo": 38.8, "hi": 47.4 }, "CHD": { "lo": 8.0, "hi": 10.1 }, "GHLTH": { "lo": 22.7, "hi": 30.1 }, "PHLTH": { "lo": 14.9, "hi": 19.2 }, "ACCESS2": { "lo": 11.0, "hi": 16.1 }, "LACKTRPT": { "lo": 10.7, "hi": 14.2 }, "FOODINSECU": { "lo": 20.4, "hi": 28.2 }, "HOUSINSECU": { "lo": 14.5, "hi": 20.0 } }, "rank": 11 }, { "fips": "40089", "name": "McCurtain", "population": 30660, "priorityIndex": 66.3, "burdenScore": 66.9, "accessScore": 58.9, "shortageScore": 73.1, "topDriver": "Provider shortage", "hpsaMaxScore": 19, "hpsaDesignations": 5, "raw": { "DIABETES": 15.5, "OBESITY": 42.6, "BPHIGH": 42.6, "CHD": 8.9, "GHLTH": 26.3, "PHLTH": 17.0, "ACCESS2": 12.4, "LACKTRPT": 12.2, "FOODINSECU": 23.9, "HOUSINSECU": 17.0, "ACS_POVERTY": 21.1, "ACS_NOVEHICLE": 7.4 }, "ci": { "DIABETES": { "lo": 13.4, "hi": 17.7 }, "OBESITY": { "lo": 34.5, "hi": 51.2 }, "BPHIGH": { "lo": 38.2, "hi": 47.1 }, "CHD": { "lo": 7.9, "hi": 10.0 }, "GHLTH": { "lo": 22.9, "hi": 30.0 }, "PHLTH": { "lo": 14.8, "hi": 19.2 }, "ACCESS2": { "lo": 10.2, "hi": 15.0 }, "LACKTRPT": { "lo": 10.5, "hi": 13.9 }, "FOODINSECU": { "lo": 20.0, "hi": 27.8 }, "HOUSINSECU": { "lo": 14.5, "hi": 19.7 } }, "rank": 12 }, { "fips": "40067", "name": "Jefferson", "population": 5347, "priorityIndex": 65.4, "burdenScore": 75.6, "accessScore": 55.3, "shortageScore": 65.4, "topDriver": "Health burden", "hpsaMaxScore": 17, "hpsaDesignations": 1, "raw": { "DIABETES": 16.3, "OBESITY": 41.2, "BPHIGH": 45.6, "CHD": 10.1, "GHLTH": 26.9, "PHLTH": 17.7, "ACCESS2": 13.0, "LACKTRPT": 10.7, "FOODINSECU": 22.0, "HOUSINSECU": 14.9, "ACS_POVERTY": 22.8, "ACS_NOVEHICLE": 8.6 }, "ci": { "DIABETES": { "lo": 14.1, "hi": 18.5 }, "OBESITY": { "lo": 32.7, "hi": 50.5 }, "BPHIGH": { "lo": 41.1, "hi": 50.2 }, "CHD": { "lo": 8.9, "hi": 11.4 }, "GHLTH": { "lo": 23.2, "hi": 31.0 }, "PHLTH": { 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}, "ci": { "DIABETES": { "lo": 11.5, "hi": 15.7 }, "OBESITY": { "lo": 28.0, "hi": 44.9 }, "BPHIGH": { "lo": 37.8, "hi": 47.1 }, "CHD": { "lo": 7.6, "hi": 10.1 }, "GHLTH": { "lo": 17.5, "hi": 24.9 }, "PHLTH": { "lo": 12.8, "hi": 17.5 }, "ACCESS2": { "lo": 7.5, "hi": 12.1 }, "LACKTRPT": { "lo": 6.5, "hi": 9.2 }, "FOODINSECU": { "lo": 11.9, "hi": 18.5 }, "HOUSINSECU": { "lo": 8.9, "hi": 13.3 } }, "rank": 67 }, { "fips": "40083", "name": "Logan", "population": 53029, "priorityIndex": 36.7, "burdenScore": 29.9, "accessScore": 14.9, "shortageScore": 65.4, "topDriver": "Provider shortage", "hpsaMaxScore": 17, "hpsaDesignations": 6, "raw": { "DIABETES": 12.0, "OBESITY": 40.2, "BPHIGH": 39.8, "CHD": 6.9, "GHLTH": 18.8, "PHLTH": 13.3, "ACCESS2": 9.4, "LACKTRPT": 7.9, "FOODINSECU": 14.9, "HOUSINSECU": 11.6, "ACS_POVERTY": 13.7, "ACS_NOVEHICLE": 3.6 }, "ci": { "DIABETES": { "lo": 10.3, "hi": 13.8 }, "OBESITY": { "lo": 33.7, "hi": 46.9 }, "BPHIGH": { "lo": 35.9, "hi": 43.8 }, "CHD": { "lo": 6.0, "hi": 7.9 }, "GHLTH": { "lo": 15.9, "hi": 22.0 }, "PHLTH": { "lo": 11.5, "hi": 15.3 }, "ACCESS2": { "lo": 7.5, "hi": 11.5 }, "LACKTRPT": { "lo": 6.6, "hi": 9.3 }, "FOODINSECU": { "lo": 11.9, "hi": 18.2 }, "HOUSINSECU": { "lo": 9.5, "hi": 14.0 } }, "rank": 68 }, { "fips": "40073", "name": "Kingfisher", "population": 15481, "priorityIndex": 36.4, "burdenScore": 28.5, "accessScore": 19.1, "shortageScore": 61.5, "topDriver": "Provider shortage", "hpsaMaxScore": 16, "hpsaDesignations": 1, "raw": { "DIABETES": 11.9, "OBESITY": 37.1, "BPHIGH": 38.1, "CHD": 7.2, "GHLTH": 20.2, "PHLTH": 14.0, "ACCESS2": 12.1, "LACKTRPT": 8.0, "FOODINSECU": 15.7, "HOUSINSECU": 12.3, "ACS_POVERTY": 11.7, "ACS_NOVEHICLE": 3.7 }, "ci": { "DIABETES": { "lo": 10.2, "hi": 13.7 }, "OBESITY": { "lo": 29.4, "hi": 45.0 }, "BPHIGH": { "lo": 33.9, "hi": 42.4 }, "CHD": { "lo": 6.3, "hi": 8.2 }, "GHLTH": { "lo": 17.0, "hi": 23.6 }, "PHLTH": { "lo": 12.1, "hi": 16.1 }, "ACCESS2": { "lo": 9.6, "hi": 14.7 }, "LACKTRPT": { "lo": 6.9, "hi": 9.4 }, "FOODINSECU": { "lo": 12.9, "hi": 19.0 }, "HOUSINSECU": { "lo": 10.3, "hi": 14.6 } }, "rank": 69 }, { "fips": "40145", "name": "Wagoner", "population": 89280, "priorityIndex": 35.5, "burdenScore": 23.6, "accessScore": 9.9, "shortageScore": 73.1, "topDriver": "Provider shortage", "hpsaMaxScore": 19, "hpsaDesignations": 7, "raw": { "DIABETES": 11.9, "OBESITY": 36.1, "BPHIGH": 38.7, "CHD": 6.8, "GHLTH": 18.7, "PHLTH": 13.5, "ACCESS2": 9.4, "LACKTRPT": 7.9, "FOODINSECU": 14.8, "HOUSINSECU": 11.9, "ACS_POVERTY": 9.3, "ACS_NOVEHICLE": 2.8 }, "ci": { "DIABETES": { "lo": 10.2, "hi": 13.7 }, "OBESITY": { "lo": 29.5, "hi": 42.6 }, "BPHIGH": { "lo": 34.6, "hi": 42.6 }, "CHD": { "lo": 6.0, "hi": 7.7 }, "GHLTH": { "lo": 15.7, "hi": 21.6 }, "PHLTH": { "lo": 11.7, "hi": 15.3 }, "ACCESS2": { "lo": 7.6, "hi": 11.4 }, "LACKTRPT": { "lo": 6.8, "hi": 9.1 }, "FOODINSECU": { "lo": 12.3, "hi": 17.8 }, "HOUSINSECU": { "lo": 10.0, "hi": 13.9 } }, "rank": 70 }, { "fips": "40119", "name": "Payne", "population": 83352, "priorityIndex": 35.2, "burdenScore": 1.9, "accessScore": 34.4, "shortageScore": 69.2, "topDriver": "Provider shortage", "hpsaMaxScore": 18, "hpsaDesignations": 2, "raw": { "DIABETES": 9.8, "OBESITY": 33.9, "BPHIGH": 30.6, "CHD": 5.7, "GHLTH": 17.9, "PHLTH": 12.3, "ACCESS2": 9.4, "LACKTRPT": 10.0, "FOODINSECU": 17.4, "HOUSINSECU": 12.3, "ACS_POVERTY": 23.9, "ACS_NOVEHICLE": 5.2 }, "ci": { "DIABETES": { "lo": 8.3, "hi": 11.3 }, "OBESITY": { "lo": 27.7, "hi": 40.5 }, "BPHIGH": { "lo": 27.1, "hi": 34.4 }, "CHD": { "lo": 5.0, "hi": 6.5 }, "GHLTH": { "lo": 15.0, "hi": 21.3 }, "PHLTH": { "lo": 10.5, "hi": 14.3 }, "ACCESS2": { "lo": 7.4, "hi": 12.4 }, "LACKTRPT": { "lo": 8.2, "hi": 12.0 }, "FOODINSECU": { "lo": 13.9, "hi": 21.9 }, "HOUSINSECU": { "lo": 10.0, "hi": 14.9 } }, "rank": 71 }, { "fips": "40131", "name": "Rogers", "population": 100248, "priorityIndex": 35.1, "burdenScore": 30.9, "accessScore": 9.0, "shortageScore": 65.4, "topDriver": "Provider shortage", "hpsaMaxScore": 17, "hpsaDesignations": 1, "raw": { "DIABETES": 12.4, "OBESITY": 40.1, "BPHIGH": 37.8, "CHD": 7.2, "GHLTH": 18.6, "PHLTH": 13.9, "ACCESS2": 9.0, "LACKTRPT": 8.1, "FOODINSECU": 14.6, "HOUSINSECU": 11.5, "ACS_POVERTY": 9.6, "ACS_NOVEHICLE": 2.7 }, "ci": { "DIABETES": { "lo": 10.8, "hi": 14.3 }, "OBESITY": { "lo": 33.8, "hi": 46.8 }, "BPHIGH": { "lo": 34.0, "hi": 41.8 }, "CHD": { "lo": 6.4, "hi": 8.2 }, "GHLTH": { "lo": 16.0, "hi": 21.7 }, "PHLTH": { "lo": 12.2, "hi": 15.9 }, "ACCESS2": { "lo": 7.2, "hi": 11.3 }, "LACKTRPT": { "lo": 7.0, "hi": 9.4 }, "FOODINSECU": { "lo": 12.0, "hi": 17.5 }, "HOUSINSECU": { "lo": 9.7, "hi": 13.6 } }, "rank": 72 }, { "fips": "40151", "name": "Woods", "population": 8564, "priorityIndex": 32.5, "burdenScore": 21.9, "accessScore": 33.3, "shortageScore": 42.3, "topDriver": "Provider shortage", "hpsaMaxScore": 11, "hpsaDesignations": 1, "raw": { "DIABETES": 11.1, "OBESITY": 36.6, "BPHIGH": 36.1, "CHD": 7.2, "GHLTH": 19.3, "PHLTH": 13.4, "ACCESS2": 10.1, "LACKTRPT": 8.6, "FOODINSECU": 15.3, "HOUSINSECU": 11.3, "ACS_POVERTY": 19.1, "ACS_NOVEHICLE": 9.4 }, "ci": { "DIABETES": { "lo": 9.5, "hi": 12.9 }, "OBESITY": { "lo": 29.2, "hi": 45.3 }, "BPHIGH": { "lo": 32.3, "hi": 40.3 }, "CHD": { "lo": 6.3, "hi": 8.3 }, "GHLTH": { "lo": 16.1, "hi": 22.8 }, "PHLTH": { "lo": 11.5, "hi": 15.5 }, "ACCESS2": { "lo": 7.8, "hi": 13.0 }, "LACKTRPT": { "lo": 7.2, "hi": 10.1 }, "FOODINSECU": { "lo": 12.2, "hi": 18.7 }, "HOUSINSECU": { "lo": 9.2, "hi": 13.5 } }, "rank": 73 }, { "fips": "40087", "name": "McClain", "population": 47072, "priorityIndex": 31.4, "burdenScore": 24.6, "accessScore": 4.2, "shortageScore": 65.4, "topDriver": "Provider shortage", "hpsaMaxScore": 17, "hpsaDesignations": 1, "raw": { "DIABETES": 11.3, "OBESITY": 38.5, "BPHIGH": 38.8, "CHD": 6.6, "GHLTH": 18.5, "PHLTH": 13.5, "ACCESS2": 9.8, "LACKTRPT": 7.5, "FOODINSECU": 14.2, "HOUSINSECU": 11.4, "ACS_POVERTY": 7.8, "ACS_NOVEHICLE": 1.4 }, "ci": { "DIABETES": { "lo": 9.5, "hi": 13.0 }, "OBESITY": { "lo": 31.6, "hi": 45.6 }, "BPHIGH": { "lo": 34.4, "hi": 42.9 }, "CHD": { "lo": 5.7, "hi": 7.6 }, "GHLTH": { "lo": 15.5, "hi": 21.8 }, "PHLTH": { "lo": 11.6, "hi": 15.5 }, "ACCESS2": { "lo": 7.7, "hi": 12.2 }, "LACKTRPT": { "lo": 6.3, "hi": 8.9 }, "FOODINSECU": { "lo": 11.4, "hi": 17.4 }, "HOUSINSECU": { "lo": 9.3, "hi": 13.7 } }, "rank": 74 }, { "fips": "40027", "name": "Cleveland", "population": 301193, "priorityIndex": 30.8, "burdenScore": 11.1, "accessScore": 15.8, "shortageScore": 65.4, "topDriver": "Provider shortage", "hpsaMaxScore": 17, "hpsaDesignations": 3, "raw": { "DIABETES": 10.9, "OBESITY": 36.3, "BPHIGH": 34.2, "CHD": 5.9, "GHLTH": 17.9, "PHLTH": 12.3, "ACCESS2": 9.4, "LACKTRPT": 8.1, "FOODINSECU": 15.2, "HOUSINSECU": 11.6, "ACS_POVERTY": 12.8, "ACS_NOVEHICLE": 4.1 }, "ci": { "DIABETES": { "lo": 9.4, "hi": 12.3 }, "OBESITY": { "lo": 31.5, "hi": 41.1 }, "BPHIGH": { "lo": 31.0, "hi": 37.3 }, "CHD": { "lo": 5.1, "hi": 6.7 }, "GHLTH": { "lo": 15.2, "hi": 20.7 }, "PHLTH": { "lo": 10.6, "hi": 14.1 }, "ACCESS2": { "lo": 7.4, "hi": 11.6 }, "LACKTRPT": { "lo": 6.8, "hi": 9.4 }, "FOODINSECU": { "lo": 12.4, "hi": 18.3 }, "HOUSINSECU": { "lo": 9.6, "hi": 13.8 } }, "rank": 75 }, { "fips": "40017", "name": "Canadian", "population": 175829, "priorityIndex": 29.3, "burdenScore": 12.2, "accessScore": 6.5, "shortageScore": 69.2, "topDriver": "Provider shortage", "hpsaMaxScore": 18, "hpsaDesignations": 2, "raw": { "DIABETES": 10.4, "OBESITY": 39.0, "BPHIGH": 35.6, "CHD": 5.6, "GHLTH": 16.8, "PHLTH": 12.2, "ACCESS2": 9.4, "LACKTRPT": 7.2, "FOODINSECU": 13.7, "HOUSINSECU": 11.2, "ACS_POVERTY": 8.6, "ACS_NOVEHICLE": 3.2 }, "ci": { "DIABETES": { "lo": 8.9, "hi": 11.8 }, "OBESITY": { "lo": 33.7, "hi": 44.0 }, "BPHIGH": { "lo": 32.2, "hi": 39.0 }, "CHD": { "lo": 4.8, "hi": 6.3 }, "GHLTH": { "lo": 14.1, "hi": 19.7 }, "PHLTH": { "lo": 10.4, "hi": 14.0 }, "ACCESS2": { "lo": 7.5, "hi": 11.7 }, "LACKTRPT": { "lo": 6.2, "hi": 8.4 }, "FOODINSECU": { "lo": 11.4, "hi": 16.6 }, "HOUSINSECU": { "lo": 9.4, "hi": 13.3 } }, "rank": 76 }, { "fips": "40051", "name": "Grady", "population": 57375, "priorityIndex": 15.5, "burdenScore": 29.9, "accessScore": 16.5, "shortageScore": 0.0, "topDriver": "Health burden", "hpsaMaxScore": 0, "hpsaDesignations": 0, "raw": { "DIABETES": 12.0, "OBESITY": 38.4, "BPHIGH": 39.3, "CHD": 7.1, "GHLTH": 19.4, "PHLTH": 13.9, "ACCESS2": 10.0, "LACKTRPT": 8.0, "FOODINSECU": 15.3, "HOUSINSECU": 11.6, "ACS_POVERTY": 12.3, "ACS_NOVEHICLE": 4.3 }, "ci": { "DIABETES": { "lo": 10.3, "hi": 13.8 }, "OBESITY": { "lo": 31.7, "hi": 45.1 }, "BPHIGH": { "lo": 35.2, "hi": 43.3 }, "CHD": { "lo": 6.2, "hi": 8.1 }, "GHLTH": { "lo": 16.4, "hi": 22.7 }, "PHLTH": { "lo": 12.0, "hi": 15.9 }, "ACCESS2": { "lo": 7.9, "hi": 12.3 }, "LACKTRPT": { "lo": 6.8, "hi": 9.3 }, "FOODINSECU": { "lo": 12.4, "hi": 18.4 }, "HOUSINSECU": { "lo": 9.6, "hi": 13.7 } }, "rank": 77 } ], "faq": [ { "question": "What does the Oklahoma county health-access scorecard measure?", "answer": "It ranks all 77 Oklahoma counties by a combined Targeting-Priority Index that fuses adult chronic-disease and social-risk prevalence from CDC PLACES with federally designated primary-care provider shortages from HRSA, highlighting where health need and thin provider supply overlap." }, { "question": "Which public datasets is it built from?", "answer": "CDC PLACES county estimates (PLACES: Local Data for Better Health, County Data, 2025 release, measure year 2023) and the HRSA Primary Care Health Professional Shortage Area detail file, both fully open federal sources accessed 2026-08-01." }, { "question": "How should the Targeting-Priority Index be used?", "answer": "As a transparent first-pass screen for where to focus outreach, workforce, or program resources. Scores are relative within the state and equal-weighted by default; a real engagement would calibrate weights to a program's goals and add socioeconomic and utilization layers." } ], "contentHash": "61e423c68d364a3e" }