{"id":"W4320023223","doi":"10.36834/cmej.75843","title":"Clinical Reasoning in CanMEDS 2025","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Saskatchewan; NOSM University; Queen's University; McGill University","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01263991,0.0006913079,0.0006736725,0.003808465,0.001449904,0.007121217,0.002377142,0.00229151,0.3803587],"category_scores_gemma":[0.07108621,0.00089483,0.00177173,0.003734973,0.002532019,0.004154261,0.006810443,0.003405066,0.1429541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002897238,"about_ca_system_score_gemma":0.01985902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01169208,"about_ca_topic_score_gemma":0.02106634,"domain_scores_codex":[0.9921775,0.00356824,0.0007994383,0.0004216544,0.002327178,0.0007059828],"domain_scores_gemma":[0.9530085,0.02169614,0.001457538,0.007278856,0.01030073,0.006258129],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002837047,0.0002367066,0.001849736,0.001014721,0.00005745469,0.0003802684,0.0009945348,0.0003930956,0.0003262601,0.0246425,0.724877,0.244944],"study_design_scores_gemma":[0.00008296965,0.0000377838,0.002435861,0.002093027,0.00002727959,0.000650658,0.000307667,0.0007197033,0.0004774602,0.02053022,0.972587,0.00005030953],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.005239393,0.008429232,0.06022161,0.05666034,0.008274534,0.001849714,0.03429216,0.02054202,0.8044911],"genre_scores_gemma":[0.1445341,0.02012113,0.2326782,0.0320185,0.006362407,0.004696076,0.08230549,0.01136202,0.4659221],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9873601,"threshold_uncertainty_score":0.8838431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02502642376679269,"score_gpt":0.3967078326700254,"score_spread":0.3716814089032326,"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."}}