{"id":"W2600826968","doi":"10.1097/sla.0000000000002237","title":"Surgical Performance","year":2017,"lang":"en","type":"review","venue":"Annals of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; General surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002634071,0.0007020078,0.0005167599,0.003309873,0.001793401,0.003381801,0.0007753873,0.0005263772,0.231661],"category_scores_gemma":[0.01361758,0.0001509357,0.0006168916,0.002907418,0.0005989173,0.001257465,0.003411417,0.000836268,0.06284339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002277197,"about_ca_system_score_gemma":0.005902252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004300466,"about_ca_topic_score_gemma":0.005868657,"domain_scores_codex":[0.9959902,0.0005759301,0.0003453187,0.0003257672,0.002210753,0.0005520309],"domain_scores_gemma":[0.9908848,0.0008567058,0.0008863984,0.0004789945,0.004167265,0.002725807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002879931,0.0002478871,0.07852599,0.0006625376,0.00007937753,0.0002241472,0.0008875161,0.0005448552,0.0003572781,0.01102751,0.4035691,0.5035858],"study_design_scores_gemma":[0.00005964051,0.00058998,0.1909713,0.001025301,0.00004327909,0.001298388,0.002742506,0.0004315098,0.0003245248,0.007290389,0.795158,0.00006517427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.05248624,0.00733247,0.003988511,0.01491985,0.004921145,0.0006106873,0.01467096,0.0006664261,0.9004037],"genre_scores_gemma":[0.5410766,0.01438257,0.008559299,0.006586587,0.004158322,0.001098508,0.02880958,0.000545535,0.394783],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.231661,"threshold_uncertainty_score":0.7749832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7612441983614359,"score_gpt":0.5167316836794843,"score_spread":0.2445125146819516,"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."}}