{"id":"W2096525241","doi":"10.1097/acm.0b013e31829a3ce9","title":"Toward Graduate Medical Education (GME) Accountability","year":2013,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petrel Robertson Consulting (Canada)","funders":"National Institute on Minority Health and Health Disparities; National Institutes of Health","keywords":"Graduate medical education; Specialty; Workforce; Medicine; Family medicine; Accountability; Health care; Physician supply; Nursing; Medical education; Accreditation; Political science; Population; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04871091,0.0003236755,0.0003089389,0.002342261,0.002320437,0.004960924,0.00149755,0.001568968,0.002744064],"category_scores_gemma":[0.1353698,0.0002457605,0.0003182403,0.002531247,0.00361308,0.006196648,0.006958442,0.003571505,0.0006518647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003529962,"about_ca_system_score_gemma":0.02226601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004654861,"about_ca_topic_score_gemma":0.007274583,"domain_scores_codex":[0.9740856,0.0128635,0.001801741,0.001779133,0.007068422,0.002401576],"domain_scores_gemma":[0.8324475,0.04590662,0.04912009,0.009973282,0.04059486,0.02195766],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004703537,0.0007200699,0.8041432,0.0002888841,0.00003521591,0.00007086602,0.003447447,0.0007843914,0.0004137747,0.0149725,0.03048588,0.1445907],"study_design_scores_gemma":[0.00005272328,0.000712192,0.8960479,0.0008326388,0.00002538511,0.0001941427,0.009190364,0.003129121,0.001213868,0.0216288,0.06691621,0.00005668084],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6712176,0.001621243,0.02466943,0.2422867,0.001278328,0.0006778971,0.001184884,0.0005565055,0.05650753],"genre_scores_gemma":[0.9648761,0.0007075956,0.01764598,0.01306596,0.0004997923,0.0002973195,0.0005191282,0.00004028766,0.002347807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9512891,"threshold_uncertainty_score":0.2576109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1672678156085033,"score_gpt":0.5212334263422492,"score_spread":0.3539656107337459,"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."}}