{"id":"W2570919311","doi":"10.1097/acm.0000000000001539","title":"Changes in Primary Care Graduate Medical Education Are Not Correlated With Indicators of Need: Are States Missing an Opportunity to Strengthen Their Primary Care Workforce?","year":2017,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petrel Robertson Consulting (Canada)","funders":"","keywords":"Workforce; Graduate medical education; Medicaid; Census; Population; Family medicine; Medicine; Primary care; Medical education; Gerontology; Psychology; Health care; Political science; Accreditation; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001499721,0.0004643868,0.001146171,0.0005636163,0.0009162697,0.000007732101,0.001140814,0.0009564191,0.0002659379],"category_scores_gemma":[0.0021176,0.0003328924,0.00003258188,0.0005381975,0.0005107605,0.0002069271,0.0003313959,0.00301312,0.0000107957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001060894,"about_ca_system_score_gemma":0.003774512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002793625,"about_ca_topic_score_gemma":0.002982964,"domain_scores_codex":[0.9951359,0.0006998699,0.001232487,0.0006528045,0.001287979,0.0009909812],"domain_scores_gemma":[0.9938766,0.0005652116,0.001969078,0.001102493,0.0005562361,0.001930426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000576004,0.0000473925,0.7237929,0.002832243,0.00002504598,0.00002886857,0.1366112,0.0000164328,0.0000265525,0.0000589508,0.004751603,0.1312328],"study_design_scores_gemma":[0.002489161,0.0005287242,0.535481,0.05401488,0.00008465046,0.000007842661,0.4010475,0.00006164901,0.00007227158,0.0001133621,0.005687364,0.0004115587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639717,0.003077046,0.000006817914,0.02612575,0.0008752172,0.001816931,0.00009591631,0.0001269221,0.003903694],"genre_scores_gemma":[0.9793028,0.002196831,0.0001190187,0.01591797,0.0007066686,0.0001855863,0.00110415,0.00007831569,0.0003886944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2644363,"threshold_uncertainty_score":0.9999123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1122967003387748,"score_gpt":0.4275051765284584,"score_spread":0.3152084761896837,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}