{"id":"W2068597671","doi":"10.1186/1472-6920-10-51","title":"Learning styles of medical students, general surgery residents, and general surgeons: implications for surgical education","year":2010,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Learning Styles and Cognitive Differences","field":"Psychology","cited_by":170,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton","funders":"University of Alberta","keywords":"Medical education; Medicine; Learning styles; MEDLINE; Psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001174973,0.0002455853,0.0002147401,0.0007787755,0.0004656297,0.001045395,0.0002884232,0.0002970514,0.001890778],"category_scores_gemma":[0.007469349,0.00007830166,0.0002122137,0.0006144468,0.001003538,0.0006085615,0.0006423389,0.0005702646,0.0001414136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007950804,"about_ca_system_score_gemma":0.0009342862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006459247,"about_ca_topic_score_gemma":0.007743638,"domain_scores_codex":[0.9994138,0.0001670965,0.00003082196,0.00005176747,0.0002197384,0.0001167955],"domain_scores_gemma":[0.996236,0.001265101,0.0007299542,0.00006951173,0.0002705045,0.001428933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001064841,0.0001685848,0.9413884,0.00005838888,0.00002915158,0.00009201854,0.003946098,0.00007017553,0.0003218152,0.0001283118,0.0004093738,0.05328122],"study_design_scores_gemma":[0.000008664111,0.0001164083,0.994343,0.00002960523,0.000005855915,0.000121051,0.00481393,0.0001056862,0.00005000738,0.0001928593,0.0002075494,0.000005416637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976807,0.0004580982,0.00008260403,0.0006784822,0.0000161936,0.000009935668,0.00002710419,0.000003776063,0.001043122],"genre_scores_gemma":[0.9993262,0.0002255128,0.0001241951,0.0001015576,0.00001249143,0.000007060376,0.00002583975,8.811916e-7,0.0001762763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006459247,"threshold_uncertainty_score":0.01284325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02781119588822674,"score_gpt":0.4062724891977431,"score_spread":0.3784612933095164,"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."}}