{"id":"W3032597179","doi":"10.1097/prs.0000000000007091","title":"Comparing Operative Performance between Independent and Integrated Plastic Surgery Residents","year":2020,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Quarter (Canadian coin); Test (biology); Program director; Significant difference; Family medicine; Surgery; Medical education; Internal medicine; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00207015,0.0002241653,0.000127443,0.00109879,0.0002361588,0.0003977375,0.0003082708,0.0001663594,0.001624132],"category_scores_gemma":[0.006983568,0.0001292249,0.0002183528,0.0005602404,0.0003937611,0.0005323853,0.00121824,0.0003456656,0.0002390032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005655123,"about_ca_system_score_gemma":0.0008365633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002594854,"about_ca_topic_score_gemma":0.006014259,"domain_scores_codex":[0.9987503,0.0002055395,0.000125421,0.0001486542,0.0005592181,0.0002108514],"domain_scores_gemma":[0.9923443,0.001368501,0.003311606,0.0002094555,0.001382652,0.001383493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002271491,0.0001609741,0.9842242,0.00002647528,0.00003320927,0.00005597072,0.0004923095,0.0001498957,0.0006193391,0.00001438747,0.0001443759,0.01385164],"study_design_scores_gemma":[0.000007180889,0.0008973248,0.9973763,0.00001522993,0.00001078984,0.0001715874,0.0006762201,0.0001852514,0.000472125,0.00001392745,0.0001701807,0.000004010585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994602,0.00004279714,0.00008923348,0.00001312993,0.000003012132,0.000007746402,0.00003320816,0.000001963276,0.0003487021],"genre_scores_gemma":[0.9994807,0.00004412499,0.0001972113,0.00001104489,0.000006098777,0.000007320376,0.00009430467,9.381919e-7,0.0001583974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002594854,"threshold_uncertainty_score":0.01094812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07490824402473518,"score_gpt":0.2833220950682653,"score_spread":0.2084138510435301,"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."}}