{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001757339,0.00006522541,0.0001337361,0.0001850397,0.0002921171,0.00003174551,0.0001295614,0.0001194613,0.01070455],"category_scores_gemma":[0.01592054,0.0000414167,0.00007332462,0.0002454104,0.000101635,0.00002785142,0.00001566905,0.001131151,0.0004790697],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003094038,"about_ca_system_score_gemma":0.02963654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002139267,"about_ca_topic_score_gemma":0.006998903,"domain_scores_codex":[0.9986268,0.0001182544,0.0003928863,0.0001066536,0.0004233031,0.0003321065],"domain_scores_gemma":[0.9932644,0.0001787262,0.0000499415,0.0001166472,0.00003500218,0.006355321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006905761,0.00004653472,0.2238534,0.000004440926,0.00001566021,0.0002381203,0.0002744788,0.000005280124,7.507721e-7,0.0002297498,0.2559635,0.5193612],"study_design_scores_gemma":[0.0002508979,0.00005035464,0.3071487,0.00007351748,0.000006288943,0.0001346223,0.001346573,0.0001660313,4.215129e-7,0.0001439697,0.6906409,0.00003776131],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5244297,0.0008368093,0.000006412969,0.4645935,0.002656732,0.0001634026,6.513363e-7,0.00001750312,0.007295307],"genre_scores_gemma":[0.918174,0.007026353,0.0001308785,0.02662268,0.002036249,0.00002190671,0.00001823087,0.0000247431,0.04594493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5193234,"threshold_uncertainty_score":0.9923688,"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."}}