{"id":"W3016173984","doi":"","title":"Changes in self-perceptions of professionalism in general surgery residents following introduction of a professionalism education program","year":2020,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Perception; Medical education; Medicine; Psychology; Nursing; Pedagogy; Neuroscience","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00254565,0.0001533245,0.0001928791,0.0003260202,0.0005245178,0.000508406,0.0003332518,0.0003759703,0.001831774],"category_scores_gemma":[0.007996251,0.0001813513,0.000350871,0.0002120964,0.0004636812,0.0002875087,0.0005846769,0.001011087,0.0002822818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001022938,"about_ca_system_score_gemma":0.001396271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007617731,"about_ca_topic_score_gemma":0.0178678,"domain_scores_codex":[0.9990201,0.0003924039,0.00006369955,0.00006238057,0.0002648514,0.0001964833],"domain_scores_gemma":[0.9908817,0.001890253,0.002576687,0.0001983133,0.001529921,0.002923135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006289224,0.003090576,0.9382497,0.0001490878,0.00008150285,0.000192126,0.02172183,0.0001787627,0.003106322,0.00002990783,0.0009028016,0.03166848],"study_design_scores_gemma":[0.00001439654,0.001178193,0.9929478,0.00001288572,0.000008254901,0.00004154578,0.004919811,0.00007418707,0.0003406559,0.00000657329,0.0004466241,0.000009139941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995822,0.00002387812,0.00002319465,0.00007701964,0.000004683551,0.00001485888,0.00001162781,0.000002844667,0.0002597093],"genre_scores_gemma":[0.9988802,0.00005664772,0.0001712985,0.00008014783,0.000008034416,0.00002725343,0.00004485916,0.000001525008,0.0007302176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007617731,"threshold_uncertainty_score":0.01514679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02421010537332377,"score_gpt":0.320206748213122,"score_spread":0.2959966428397982,"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."}}