{"id":"W4308411334","doi":"10.36834/cmej.75538","title":"Complex adaptive systems in CanMEDS 2025","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Canadian Paediatric Society; Royal College of Physicians and Surgeons of Canada; University of Ottawa; Canadian Cardiovascular Society; University of Saskatchewan; University of Alberta","funders":"","keywords":"Computer science; Data science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002360401,0.0005034776,0.0004468113,0.000883689,0.0008754397,0.004194413,0.001258358,0.00159587,0.05368645],"category_scores_gemma":[0.004949078,0.0003243418,0.0006213988,0.001032939,0.0009877072,0.002654185,0.002652387,0.001630049,0.008779428],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001633649,"about_ca_system_score_gemma":0.00287136,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01897251,"about_ca_topic_score_gemma":0.02134953,"domain_scores_codex":[0.9987804,0.000327484,0.00007415548,0.0001545579,0.0005254844,0.0001379012],"domain_scores_gemma":[0.9977742,0.0007361918,0.00005580206,0.0004515568,0.0007013194,0.000280922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003793864,0.0001294799,0.001976028,0.000487314,0.00007410757,0.000595998,0.0006074633,0.0348899,0.003206556,0.3257844,0.2745794,0.35729],"study_design_scores_gemma":[0.00003955808,0.00005217301,0.0009249367,0.0002424909,0.00002685063,0.0002018206,0.000161275,0.09181584,0.002078867,0.05790458,0.8465014,0.00005025591],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01549439,0.007175376,0.4030233,0.02641372,0.009111539,0.00039949,0.003668236,0.01697878,0.5177352],"genre_scores_gemma":[0.3550473,0.005083666,0.3200542,0.00669764,0.003434148,0.0003860621,0.008201852,0.002544387,0.2985508],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9983664,"threshold_uncertainty_score":0.179599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0553580147828913,"score_gpt":0.3517246271918655,"score_spread":0.2963666124089742,"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."}}