{"id":"W4384468445","doi":"10.1111/medu.15162","title":"Medical competence as a multilayered construct","year":2023,"lang":"en","type":"review","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Sunnybrook Hospital; University of Toronto; Sunnybrook Health Science Centre; McGill University Health Centre","funders":"Lomonosov Moscow State University; Universiteit Utrecht","keywords":"Competence (human resources); Psychology; Personality; Cognition; Medical education; Social psychology; Medicine","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":[0.003736258,0.0003213918,0.0002646677,0.002713909,0.001044216,0.004421837,0.0005620575,0.0008018352,0.003145149],"category_scores_gemma":[0.01215503,0.0001990922,0.0004816196,0.001647472,0.008765687,0.005020712,0.005673366,0.001670875,0.000245993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003284242,"about_ca_system_score_gemma":0.003008695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004118023,"about_ca_topic_score_gemma":0.002187125,"domain_scores_codex":[0.9966628,0.001144021,0.000285356,0.0004125581,0.00111547,0.0003797426],"domain_scores_gemma":[0.9904048,0.004740668,0.00184347,0.000621364,0.001308482,0.001081107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009933557,0.0001870766,0.1242383,0.001176749,0.0001592612,0.000664991,0.05583573,0.005663642,0.00359132,0.6438837,0.002749017,0.1617509],"study_design_scores_gemma":[0.00004053765,0.0004011743,0.2250887,0.002405045,0.000167848,0.002369547,0.02740355,0.01495182,0.001700641,0.6696098,0.0556678,0.0001934161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7165782,0.005059537,0.09220982,0.01419305,0.0001366038,0.000334021,0.0004294825,0.0002407277,0.1708186],"genre_scores_gemma":[0.9891451,0.0004064814,0.009517055,0.00016005,0.00002178411,0.00004218041,0.00005689213,0.000006431208,0.0006440998],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.004421837,"threshold_uncertainty_score":0.02382898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04856806724394278,"score_gpt":0.4631381358426252,"score_spread":0.4145700685986824,"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."}}