{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002125559,0.0005989509,0.002146356,0.0008992311,0.0001789283,0.00004670641,0.0007929435,0.001919175,0.01183399],"category_scores_gemma":[0.05637601,0.0004791432,0.0004664448,0.00251986,0.0007728408,0.00008748459,0.0001931346,0.002632961,0.006364572],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006872403,"about_ca_system_score_gemma":0.04941502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001470317,"about_ca_topic_score_gemma":0.00001264081,"domain_scores_codex":[0.9922222,0.0002999121,0.001984243,0.0009156937,0.003953618,0.0006243577],"domain_scores_gemma":[0.9963513,0.0005919544,0.0006386123,0.00109113,0.0006060016,0.000720997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005728861,0.0005291552,0.00001294479,0.01424207,0.0001332748,0.00006334913,0.00008648291,8.345276e-9,2.894297e-8,0.001203812,0.137924,0.8457992],"study_design_scores_gemma":[0.0004424611,0.00008134935,0.0000235138,0.06077891,0.0006583047,0.002275123,0.0001999234,0.0002130906,2.329976e-7,0.0001273051,0.9348338,0.0003659598],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009561442,0.9740627,0.00009664087,0.01044605,0.008165452,0.001949654,0.000009733199,0.0005087843,0.004665399],"genre_scores_gemma":[0.0000157309,0.9763051,0.00152308,0.01251501,0.002931786,0.0009728557,0.001502459,0.0001546873,0.004079332],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8454332,"threshold_uncertainty_score":0.9997661,"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."}}