{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007410637,0.00006700981,0.0001590609,0.0005740503,0.0003134342,0.000009004028,0.0001446985,0.0001131487,0.01206608],"category_scores_gemma":[0.001836024,0.00006861544,0.0000276692,0.0003869334,0.00005392851,0.00003119377,0.0000158316,0.001529918,0.00001969072],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001761722,"about_ca_system_score_gemma":0.05880484,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06778959,"about_ca_topic_score_gemma":0.02246032,"domain_scores_codex":[0.9986162,0.0001668112,0.0003048961,0.0001131906,0.0004837503,0.0003151738],"domain_scores_gemma":[0.9959552,0.00003612826,0.00006520745,0.0001164895,0.0001097379,0.003717263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008698911,0.0003479344,0.1954289,0.00008317381,0.00006095612,0.001573435,0.002976072,0.00007517012,0.00001378994,0.006766394,0.5218069,0.2707803],"study_design_scores_gemma":[0.0008470807,0.0003689413,0.06620055,0.0002885493,0.00001520536,0.004997408,0.01486129,0.001077988,0.000001737526,0.0001590009,0.9110453,0.00013699],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8165959,0.003701619,0.00003395994,0.1566511,0.01111762,0.0005816055,0.00001849869,0.0000434767,0.01125629],"genre_scores_gemma":[0.9863948,0.00004366277,0.00008877286,0.01218316,0.0006361382,0.00005817834,0.00001975587,0.000008960681,0.000566586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3892384,"threshold_uncertainty_score":0.9953772,"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."}}