{"id":"W3041258452","doi":"10.1016/j.jhsa.2020.05.005","title":"Canadian Plastic Surgery Resident Operative Experience in Hand Surgery","year":2020,"lang":"en","type":"article","venue":"The Journal Of Hand Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Toronto","funders":"","keywords":"Medicine; Hand surgery; Plastic surgery; Surgery; General surgery","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007600801,0.0002758506,0.0001980775,0.001308037,0.004778552,0.00133994,0.0008993509,0.0005499882,0.02408402],"category_scores_gemma":[0.004455925,0.0003126426,0.0002607951,0.001914003,0.0006534004,0.0004381326,0.001113541,0.000819159,0.001035598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01780894,"about_ca_system_score_gemma":0.04327671,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8782904,"about_ca_topic_score_gemma":0.9750864,"domain_scores_codex":[0.9983048,0.0001837009,0.0000673447,0.00007832616,0.0007792126,0.0005864766],"domain_scores_gemma":[0.9953529,0.0002210674,0.0002582854,0.00002828367,0.001600898,0.002538598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007057407,0.0014422,0.6745564,0.0006971458,0.000125716,0.007558939,0.02784824,0.001847974,0.003220094,0.003084709,0.1048533,0.1740596],"study_design_scores_gemma":[0.00004882806,0.0005766606,0.8182639,0.00049004,0.00005088182,0.006744792,0.0563041,0.0005742309,0.0006672557,0.0002975863,0.1158606,0.0001210788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8987367,0.002285075,0.0002548909,0.007170493,0.0005332593,0.0001102031,0.001102161,0.00004497102,0.08976231],"genre_scores_gemma":[0.9771705,0.002974776,0.000507589,0.001291921,0.00009233408,0.00002122708,0.0004304594,0.00002590175,0.01748526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8782904,"threshold_uncertainty_score":0.2448527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08957204780941715,"score_gpt":0.3123518047713938,"score_spread":0.2227797569619767,"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."}}