{"id":"W2071457503","doi":"10.1016/j.surg.2012.03.015","title":"Simulation-augmented training program for off-pump coronary artery bypass surgery: Developing and validating performance assessments","year":2012,"lang":"en","type":"article","venue":"Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Wilson Centre; Hospital for Sick Children; SickKids Foundation; University of Toronto; Health Sciences Centre; Sunnybrook Health Science Centre; Western University","funders":"","keywords":"Medicine; Coronary artery bypass surgery; Off-pump coronary artery bypass; Artery; Surgery; Cardiology; Bypass grafting","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001327113,0.0002133494,0.000508876,0.0001978923,0.0002405914,0.00004889769,0.00002915214,0.000106164,0.00009173002],"category_scores_gemma":[0.0005528951,0.0001989663,0.0001509053,0.0002742829,0.00005019463,0.0004412134,0.00002834775,0.0001393227,0.000007189023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006998598,"about_ca_system_score_gemma":0.0001728846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001484891,"about_ca_topic_score_gemma":4.132407e-7,"domain_scores_codex":[0.9981974,0.00006895052,0.0005589536,0.0002660458,0.0002999019,0.0006087192],"domain_scores_gemma":[0.9948188,0.004483729,0.0001887435,0.0001405788,0.0001267457,0.0002414061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001203926,0.00007423184,0.4990633,0.000118005,0.00009639101,0.000005625468,0.0001883038,0.0001920872,0.00002057527,0.00001968167,0.00003014945,0.5000713],"study_design_scores_gemma":[0.001823397,0.00007612698,0.8672881,0.0006465259,0.0001231975,0.00006426746,0.0005644539,0.09152113,0.000222461,0.00001441434,0.03718803,0.0004678748],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995876,0.0002213277,0.001731414,0.0001327911,0.0005258572,0.0004718328,0.000005978988,0.0002315967,0.0008032544],"genre_scores_gemma":[0.9955273,0.00003036468,0.003076782,0.000465067,0.0003218464,0.0001299678,0.0002890031,0.00004415931,0.0001154995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4996034,"threshold_uncertainty_score":0.811361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1514056012352852,"score_gpt":0.3843900488548304,"score_spread":0.2329844476195451,"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."}}