{"id":"W2133780453","doi":"10.1177/1553350606291042","title":"A Novel Method of Assessing Clinical Reasoning in Surgical Residents","year":2006,"lang":"en","type":"review","venue":"Surgical Innovation","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal General Hospital","funders":"","keywords":"Summative assessment; Concordance; Formative assessment; Medicine; Test (biology); Medical education; Clinical judgment; Medical physics; Psychology; Mathematics education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.004230581,0.001117552,0.001701816,0.008302985,0.0004454644,0.001567604,0.001390839,0.0008527288,0.002925403],"category_scores_gemma":[0.01193761,0.0003265824,0.001050096,0.008438246,0.001193021,0.002878452,0.001094451,0.001065498,0.001327723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001056008,"about_ca_system_score_gemma":0.002108714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00287604,"about_ca_topic_score_gemma":0.005504492,"domain_scores_codex":[0.9956101,0.001786432,0.0005594671,0.0004949268,0.001485958,0.00006313959],"domain_scores_gemma":[0.9915659,0.004805693,0.001328825,0.0002299331,0.001964233,0.0001053609],"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":[0.00008678358,0.0001074356,0.004413998,0.01456616,0.0002600895,0.0001437738,0.0004676235,0.0001556019,0.001106539,0.001610848,0.00596448,0.9711167],"study_design_scores_gemma":[0.0004452971,0.002902345,0.2136985,0.06475101,0.004755143,0.03995147,0.004703582,0.003250795,0.01254909,0.01914582,0.6330987,0.0007482813],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005524579,0.9665824,0.01418104,0.0006767581,0.00056013,0.0004234292,0.0003253711,0.0001085811,0.01161764],"genre_scores_gemma":[0.04360657,0.8968281,0.05299344,0.0005790583,0.0003069611,0.0009357348,0.0004402758,0.0000249385,0.004284805],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008302985,"threshold_uncertainty_score":0.02237368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1950825444224878,"score_gpt":0.5425451436749902,"score_spread":0.3474625992525024,"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."}}