{"id":"W4321605960","doi":"10.36834/cmej.75537","title":"The Clinical Learning Environment in CanMEDS 2025","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Manitoba; University of Toronto; University of Saskatchewan; University of Calgary","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Computer science","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":[0.01100565,0.0003470896,0.0002336826,0.001356363,0.003936165,0.01044966,0.002026755,0.003706223,0.1309282],"category_scores_gemma":[0.02012252,0.0003788849,0.0005109059,0.001795866,0.002931389,0.003884561,0.009128471,0.003682989,0.01508297],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01205782,"about_ca_system_score_gemma":0.0645049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0584915,"about_ca_topic_score_gemma":0.2703185,"domain_scores_codex":[0.9923924,0.002848577,0.0002754094,0.0002613314,0.002076787,0.002145452],"domain_scores_gemma":[0.9499951,0.004407829,0.0008190651,0.001050149,0.004507938,0.03921996],"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":[0.0001365434,0.0005110989,0.005306019,0.0002984328,0.00001146671,0.0006051752,0.001684929,0.0002872633,0.0001414376,0.02166978,0.7758501,0.1934977],"study_design_scores_gemma":[0.00005121549,0.0001059398,0.01051213,0.0006988538,0.000006737072,0.0002940364,0.002447301,0.0002454443,0.0001367507,0.006065008,0.9793914,0.00004518605],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02383927,0.003958012,0.001433077,0.3117638,0.01808996,0.0002501867,0.001183306,0.0008740848,0.6386084],"genre_scores_gemma":[0.3699501,0.006970667,0.01104078,0.1259914,0.01336579,0.0005618489,0.002706474,0.0008043387,0.4686086],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9879422,"threshold_uncertainty_score":0.4379984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02256021368703459,"score_gpt":0.3617029511011278,"score_spread":0.3391427374140932,"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."}}