{"id":"W2998609352","doi":"10.18192/uojm.v9i2.4331","title":"The Role of Learning Style in the Changing Landscape of Medical Education: The Canadian Plastic Surgery Experience","year":2019,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Empathy and Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Learning styles; Experiential learning; Demographics; Style (visual arts); Medical education; Plastic surgery; Medicine; Psychology; Pedagogy; Ophthalmology; Geography; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001956467,0.0001523385,0.0001327479,0.0006756851,0.00441979,0.002080078,0.000635856,0.0003621403,0.002673075],"category_scores_gemma":[0.005044062,0.0001299309,0.0001584741,0.0008883426,0.002997096,0.0007882764,0.002268209,0.0008348023,0.0001067904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01310319,"about_ca_system_score_gemma":0.02305545,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7693511,"about_ca_topic_score_gemma":0.9206137,"domain_scores_codex":[0.9981881,0.0003811967,0.00004947065,0.0000839112,0.0007151557,0.000582172],"domain_scores_gemma":[0.9961829,0.000494812,0.0003843754,0.00005251546,0.000618234,0.002267159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001375936,0.0001534695,0.6288799,0.000235239,0.00002454653,0.001163973,0.2345918,0.0003154545,0.001525635,0.001867175,0.008652382,0.1224528],"study_design_scores_gemma":[0.00001253737,0.0001394279,0.7589348,0.0002552631,0.00001305382,0.0008537584,0.2184148,0.0002500881,0.0002684992,0.0003536208,0.02044075,0.00006338561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889722,0.0004757319,0.0001529976,0.002922877,0.00003757425,0.00001677126,0.00005248165,0.000006219961,0.00736297],"genre_scores_gemma":[0.9974818,0.0005882955,0.0002262763,0.0003425606,0.000008630173,0.000005438759,0.00002951768,0.000003867685,0.001313608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2306489,"threshold_uncertainty_score":0.4640145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008627718545725478,"score_gpt":0.2427100621736524,"score_spread":0.234082343627927,"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."}}