{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002109329,0.0001146488,0.0002130409,0.000497369,0.002742724,0.00001297384,0.0004242786,0.0001763012,0.146136],"category_scores_gemma":[0.002600187,0.0001090182,0.00005261038,0.0004133288,0.00004930822,0.00008904219,0.00007092912,0.004044588,0.0001765732],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002304168,"about_ca_system_score_gemma":0.1825138,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09457356,"about_ca_topic_score_gemma":0.2297629,"domain_scores_codex":[0.996255,0.001212358,0.0006647403,0.0001913024,0.0008835086,0.0007930461],"domain_scores_gemma":[0.9934016,0.0001587023,0.0001927009,0.000178223,0.0002008195,0.005867953],"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":[0.00001303573,0.0001727066,0.02714015,0.00006710146,0.00001133821,0.0001352415,0.007554176,0.000004831627,0.000003885773,0.007630493,0.7157241,0.2415429],"study_design_scores_gemma":[0.0005086693,0.00003863223,0.03054026,0.0007291056,0.000004175655,0.00004219412,0.02688115,0.00007901902,3.40554e-7,0.002734677,0.9382998,0.0001419372],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3032284,0.005869021,0.0000207213,0.5741195,0.02968981,0.00104463,0.00008446636,0.00004317367,0.08590028],"genre_scores_gemma":[0.7015674,0.0002266906,0.00008010778,0.2848188,0.003261992,0.0003424553,0.00005471644,0.00002946455,0.009618464],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3983389,"threshold_uncertainty_score":0.9985555,"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."}}