{"id":"W2325779201","doi":"10.1016/j.cjca.2015.07.457","title":"DOES IT MATTER WHICH SURGEON WORKS WITH WHICH ASSISTANT? STUDYING THE IMPACT OF SURGICAL TEAM MAKEUP ON OPERATING ROOM EFFICIENCY","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint John Regional Hospital","funders":"","keywords":"Medicine; Mammary artery; Surgical team; Surgery; Consistency (knowledge bases); General surgery; Artery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003805033,0.0001905254,0.0003128305,0.0006676456,0.00123448,0.002271237,0.001030549,0.0006068,0.004018579],"category_scores_gemma":[0.03685068,0.0003173617,0.0006680316,0.0006672913,0.001286369,0.001691839,0.001416245,0.001338565,0.0007033998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001844599,"about_ca_system_score_gemma":0.003696588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01383601,"about_ca_topic_score_gemma":0.03178487,"domain_scores_codex":[0.9954502,0.001943782,0.0002603086,0.0003168869,0.001109469,0.0009194098],"domain_scores_gemma":[0.960061,0.01770454,0.01139085,0.0008690011,0.003169204,0.006805481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007598124,0.000787081,0.9684076,0.00004014371,0.0002221189,0.0001655913,0.00534567,0.0004507468,0.0004380206,0.0003284594,0.0008999272,0.0221548],"study_design_scores_gemma":[0.00002299133,0.0004588742,0.9849001,0.00003516524,0.00006360144,0.00007702985,0.01289547,0.0004592832,0.0001773112,0.0002073089,0.0006846226,0.00001814817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997716,0.00007197313,0.0001110676,0.0005845799,0.00002003138,0.000008320489,0.000046182,0.000002502401,0.00143952],"genre_scores_gemma":[0.9991438,0.00008487534,0.0001376281,0.00007275173,0.00001499826,0.000006961792,0.00004248341,0.000006160017,0.0004902158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01383601,"threshold_uncertainty_score":0.02751094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03281082539009916,"score_gpt":0.2994750933079853,"score_spread":0.2666642679178862,"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."}}