{"id":"W2887920660","doi":"","title":"Canadian Orthopaedic Residents Perception of Their Needs in Elbow Surgery Teaching.","year":2018,"lang":"en","type":"article","venue":"Journal of Education and Training Studies","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Elbow; Orthopedic surgery; Perception; Psychology; Medicine; Physical therapy; Knee surgery; Medical education; General surgery; Surgery; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001543559,0.00007132973,0.0002686009,0.001176233,0.0001009116,0.000007600305,0.00003661973,0.00004745303,0.00003704521],"category_scores_gemma":[0.002548207,0.00005549363,0.00004452689,0.0003878478,0.0001535475,0.0001083234,0.000006247146,0.0002429931,0.000001029598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002193648,"about_ca_system_score_gemma":0.001454039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001198709,"about_ca_topic_score_gemma":0.001312881,"domain_scores_codex":[0.9990687,0.00005749179,0.000514155,0.00006368229,0.0001749933,0.0001209493],"domain_scores_gemma":[0.9987855,0.0001208719,0.0002723076,0.00007480512,0.000673516,0.0000729946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000340494,0.0001617679,0.5069574,0.00009108413,0.00009223966,0.000001581513,0.09619705,1.238466e-7,0.0001592215,0.0002108472,0.01588262,0.3802121],"study_design_scores_gemma":[0.00024788,0.0001405591,0.8103761,0.0008550309,0.0000389733,0.0001228138,0.1844085,0.000009790953,0.00001750634,0.0003480348,0.003388022,0.00004675607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988525,0.0007548621,0.00001358184,0.008180405,0.001390089,0.00006368023,5.135788e-7,0.000002917463,0.001068932],"genre_scores_gemma":[0.9960074,0.0003316665,0.001565272,0.001044435,0.0007942706,0.000003297568,0.00000372928,0.000006913641,0.0002430108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3801653,"threshold_uncertainty_score":0.3050625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05465151086722449,"score_gpt":0.3786424874881641,"score_spread":0.3239909766209396,"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."}}