{"id":"W4400413899","doi":"10.36834/cmej.79362","title":"Evolving, not maintaining: embracing the dynamic nature of physician competence","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Competence (human resources); Computer science; Data science; Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0128322,0.0003013633,0.000334938,0.0008445615,0.00706501,0.01278528,0.001254234,0.006160344,0.003268712],"category_scores_gemma":[0.02652754,0.0003481995,0.0002351345,0.0007066962,0.03704043,0.02074703,0.009290014,0.009166958,0.0007867417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007322401,"about_ca_system_score_gemma":0.0218925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02772962,"about_ca_topic_score_gemma":0.05621633,"domain_scores_codex":[0.9909864,0.005062199,0.0002542347,0.0006103656,0.001928531,0.001158237],"domain_scores_gemma":[0.9805312,0.01080091,0.001312111,0.0009140238,0.0023438,0.004097921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009784006,0.00007224339,0.004165676,0.00045204,0.00002351196,0.0008727061,0.1119933,0.0002481273,0.001324619,0.5567768,0.1658104,0.1581628],"study_design_scores_gemma":[0.00003450966,0.00007148195,0.007020163,0.001220042,0.00002920574,0.001424322,0.07409165,0.0003718246,0.0008269099,0.4363177,0.4784869,0.0001052867],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01812679,0.02884711,0.009605267,0.788448,0.003752809,0.00003750225,0.00005792753,0.0001097474,0.1510147],"genre_scores_gemma":[0.7911205,0.02397015,0.01106644,0.1440765,0.00264085,0.0001209012,0.00006972649,0.0002421006,0.02669287],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02772962,"threshold_uncertainty_score":0.06786394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006189535188664567,"score_gpt":0.3166139397315857,"score_spread":0.3104244045429211,"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."}}