{"id":"W1426328284","doi":"10.1007/s00464-015-4334-3","title":"Fundamental Use of Surgical Energy (FUSE) certification: validation and predictors of success","year":2015,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Certification; Hepatology; Abdominal surgery; Internal medicine; Medical physics; 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":[0.006009731,0.0004381157,0.0003296288,0.0019381,0.0006327342,0.001127546,0.000960822,0.001283665,0.003687235],"category_scores_gemma":[0.04161574,0.0002707131,0.0007092502,0.0006972369,0.001097967,0.001657931,0.001657354,0.001186682,0.0007447429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006746826,"about_ca_system_score_gemma":0.001861773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001995116,"about_ca_topic_score_gemma":0.00318478,"domain_scores_codex":[0.9972776,0.0008289088,0.0003454206,0.0002749444,0.0008957573,0.0003773846],"domain_scores_gemma":[0.961193,0.01601396,0.01213103,0.002586525,0.005543315,0.002532163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009297017,0.0001125695,0.9959019,0.00001166454,0.00002078748,0.0000144984,0.0001052417,0.0001453479,0.0001124081,0.00007978048,0.000107753,0.003295164],"study_design_scores_gemma":[0.000007261416,0.0003509135,0.9965001,0.00003351914,0.00001830509,0.0001753471,0.00038283,0.001671328,0.0003543065,0.0001590912,0.0003385262,0.000008357329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959295,0.0001630996,0.0008538265,0.0001515587,0.00002973033,0.00003779173,0.0002700092,0.00002729427,0.0025371],"genre_scores_gemma":[0.9991741,0.00003974037,0.0004097511,0.00001557113,0.000007307376,0.00001164189,0.0001673648,0.000005472847,0.0001691771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006009731,"threshold_uncertainty_score":0.03178287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08059713275394033,"score_gpt":0.3257496721672921,"score_spread":0.2451525394133517,"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."}}