{"id":"W4409653311","doi":"","title":"[COMPETENCE BASED MEDICAL EDUCATION].","year":2025,"lang":"en","type":"article","venue":"PubMed","topic":"Health and Medical Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Competence (human resources); Medical education; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001138501,0.00007046349,0.0001627364,0.00007129955,0.0005051498,0.000002315969,0.0001775764,0.0001498225,0.0007606929],"category_scores_gemma":[0.008227151,0.00005271161,0.00002963413,0.0002816468,0.0000801874,0.00002333309,0.00007350331,0.0004665949,0.0001662447],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001347033,"about_ca_system_score_gemma":0.005781385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002062129,"about_ca_topic_score_gemma":0.0002201505,"domain_scores_codex":[0.9983461,0.0002363775,0.0003405525,0.0001693338,0.0003088762,0.0005987337],"domain_scores_gemma":[0.9983684,0.0007269123,0.00005111108,0.0001720242,0.0001081747,0.0005733882],"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":[0.00001328843,0.00008825457,0.05368714,0.0002699546,0.000007112362,0.000001111108,0.0000725379,4.198382e-8,6.16542e-8,0.01109887,0.2609479,0.6738137],"study_design_scores_gemma":[0.0003087355,0.000002019141,0.4135973,0.00008529527,0.000004657774,6.508722e-8,0.0001594679,0.00002094666,0.000001076139,0.0007380617,0.5850499,0.00003244024],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01508714,0.001897383,0.00152263,0.3951624,0.007558401,0.002610252,0.000004908343,0.0002603985,0.5758965],"genre_scores_gemma":[0.6949587,0.0001846138,0.0004067712,0.2534688,0.0007469371,0.01723129,0.00001069045,0.00000941052,0.03298281],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6798716,"threshold_uncertainty_score":0.9998549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05957290767966855,"score_gpt":0.4536308116201118,"score_spread":0.3940579039404432,"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."}}