{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003294883,0.0002904671,0.0009554477,0.0002644798,0.0001627146,0.00006344648,0.0000520047,0.000125853,0.0003736472],"category_scores_gemma":[0.00525637,0.0002528254,0.0001353347,0.0004590321,0.000249276,0.000263134,0.00006895997,0.0005060802,0.00007459873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008234284,"about_ca_system_score_gemma":0.000260562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002601874,"about_ca_topic_score_gemma":0.000004687968,"domain_scores_codex":[0.9979632,0.0001304899,0.0006514576,0.0005043203,0.0003689734,0.0003814806],"domain_scores_gemma":[0.9845189,0.01452577,0.0001826647,0.0001081383,0.0001705949,0.0004938909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005223978,0.00001981435,0.9798838,0.00009940857,0.0001955338,0.00007099751,0.0002710877,0.00009192041,0.00003725254,0.00001782594,0.00005917016,0.01873079],"study_design_scores_gemma":[0.001073313,0.00005323223,0.987095,0.0005324364,0.0001106075,0.00007243973,0.0005214222,0.009700865,0.0004065019,0.00001212662,0.000155781,0.0002662752],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971646,0.00007891448,0.000673077,0.00008441702,0.000691738,0.00017382,0.00002203622,0.0001246077,0.0009867635],"genre_scores_gemma":[0.9993266,0.00003974756,0.0001106313,0.0001230913,0.0002633703,0.00001206208,0.00008095544,0.0000301462,0.00001340704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01846451,"threshold_uncertainty_score":0.9999924,"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."}}