{"id":"W2019310621","doi":"10.1016/j.jsurg.2011.09.002","title":"Learning Styles of First-Year Orthopedic Surgical Residents at 1 Accredited Institution","year":2011,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Learning Styles and Cognitive Differences","field":"Psychology","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Learning styles; Medical education; Orthopedic surgery; Style (visual arts); Psychology; Accreditation; Medicine; Experiential learning; Conceptualization; Pedagogy; Surgery","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":[0.000722648,0.0003183548,0.0002957467,0.001384242,0.0006418836,0.0009932891,0.0003401379,0.0004796195,0.00223118],"category_scores_gemma":[0.005646463,0.00022793,0.0004413202,0.0006523905,0.0003795828,0.0006822096,0.000943871,0.0007922937,0.0004772553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007283582,"about_ca_system_score_gemma":0.0007477027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007420835,"about_ca_topic_score_gemma":0.01716027,"domain_scores_codex":[0.999431,0.00008851426,0.00006924143,0.000059122,0.0001626909,0.000189363],"domain_scores_gemma":[0.9935895,0.0009525744,0.00158111,0.0001092811,0.001064588,0.002702937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001322591,0.0005260757,0.9925175,0.00001041714,0.00002503675,0.00007582482,0.001391267,0.00008666389,0.0003857579,0.00001729035,0.0002023652,0.004629495],"study_design_scores_gemma":[0.000005494944,0.0002281098,0.997588,0.000003958996,0.000003611685,0.00007796506,0.001734568,0.0001223706,0.0000920125,0.00001910785,0.000117785,0.000007012326],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996334,0.00001869926,0.000008749837,0.00002356765,0.000003069693,0.000003115569,0.0000381301,0.000001236265,0.0002700379],"genre_scores_gemma":[0.9993864,0.00003171159,0.00003603085,0.00002960828,0.000005853364,0.000004520887,0.00007456187,0.000001760095,0.0004296096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007420835,"threshold_uncertainty_score":0.01475531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03535497139327468,"score_gpt":0.325302968873116,"score_spread":0.2899479974798413,"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."}}