{"id":"W4308411354","doi":"10.36834/cmej.75536","title":"Physician humanism in CanMEDS 2025","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Royal College of Physicians and Surgeons of Canada; University of Saskatchewan; University of Alberta; Queen's University; McMaster University","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Humanism; Computer science; Medicine; Medical education; Data science; Political science; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008811038,0.0002278175,0.00026794,0.001819599,0.01156103,0.009999305,0.001276733,0.008237776,0.04495772],"category_scores_gemma":[0.02290631,0.0003070474,0.0004085896,0.002177214,0.00643369,0.002431049,0.00468443,0.006799934,0.002935428],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02628096,"about_ca_system_score_gemma":0.08618041,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2770197,"about_ca_topic_score_gemma":0.5913271,"domain_scores_codex":[0.9911026,0.001975865,0.0002273039,0.0003081816,0.003223383,0.003162771],"domain_scores_gemma":[0.9668918,0.005490379,0.0009933021,0.0006302791,0.00589436,0.02009988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007461185,0.0001676612,0.006913514,0.0002778919,0.00001473234,0.0007099779,0.006306827,0.00007378678,0.0001068983,0.0818361,0.8401728,0.06334519],"study_design_scores_gemma":[0.00002982336,0.00002882293,0.01414215,0.0007095786,0.00000706833,0.0002688504,0.008411179,0.00006749381,0.00006525586,0.006518325,0.969726,0.00002530217],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01594288,0.0128419,0.000147046,0.748589,0.02143548,0.00004876794,0.0002084149,0.000036006,0.2007506],"genre_scores_gemma":[0.4661837,0.009927163,0.000748353,0.3261098,0.01891899,0.000101134,0.0003798055,0.0001102598,0.1775208],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9737191,"threshold_uncertainty_score":0.5508146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0429528523206518,"score_gpt":0.4430577204113385,"score_spread":0.4001048680906867,"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."}}