{"id":"W1862699246","doi":"10.1097/acm.0000000000000903","title":"Readiness for Residency","year":2015,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stornoway Diamond (Canada); Conference Board of Canada","funders":"","keywords":"Generalizability theory; Medical education; Competence (human resources); Psychology; Residency training; Internship; Novelty; Medicine; Family medicine; Continuing education","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":[],"consensus_categories":[],"category_scores_codex":[0.002922377,0.0002095092,0.0001869935,0.001218229,0.000410894,0.0005555207,0.0005291417,0.0003699277,0.01316938],"category_scores_gemma":[0.008335549,0.0001073951,0.000418844,0.0004708661,0.0003265167,0.0006502114,0.001325523,0.0009885131,0.002818379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000608264,"about_ca_system_score_gemma":0.002174144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001663117,"about_ca_topic_score_gemma":0.003619079,"domain_scores_codex":[0.9983846,0.0004005102,0.0001593138,0.000140506,0.000564613,0.0003503858],"domain_scores_gemma":[0.9919158,0.001026565,0.002278938,0.0002621107,0.001836443,0.002680159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001083748,0.0004082853,0.8530153,0.0004081996,0.0000745388,0.0001559833,0.001669947,0.000569256,0.0006737594,0.0006458552,0.02564947,0.116621],"study_design_scores_gemma":[0.00001035096,0.0005131743,0.9712023,0.0001893776,0.00001534184,0.0005516289,0.001244115,0.0003392627,0.0004075467,0.0003106975,0.02519638,0.000019787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9532662,0.001182974,0.002219617,0.004057315,0.0001337456,0.0007772099,0.004712144,0.0002483715,0.03340233],"genre_scores_gemma":[0.9883201,0.0007547431,0.002912699,0.0005406188,0.00005541858,0.0003791088,0.002988418,0.00002784536,0.004021063],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01316938,"threshold_uncertainty_score":0.04405594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1397143075658393,"score_gpt":0.4575370046001789,"score_spread":0.3178226970343396,"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."}}