{"id":"W2088981569","doi":"10.1007/s00464-013-3324-6","title":"Evaluation of surgical fellows’ laparoscopic performance using Global Operative Assessment of Laparoscopic Skills (GOALS)","year":2014,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"Columbia College","funders":"Agency for Healthcare Research and Quality","keywords":"Medicine; Laparoscopic surgery; Hepatology; Laparoscopy; Abdominal surgery; General surgery; Endoscopic surgery; Endoscopy; Medical physics; 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":[0.001657712,0.0005113512,0.0004605824,0.001571216,0.0003979133,0.0007670062,0.0003935861,0.0005336275,0.002009124],"category_scores_gemma":[0.005741439,0.0001878535,0.0006894266,0.0005908926,0.0003465312,0.0007220688,0.001559212,0.0006074318,0.0004398817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003437513,"about_ca_system_score_gemma":0.0006809676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001156276,"about_ca_topic_score_gemma":0.002861454,"domain_scores_codex":[0.9989455,0.0003202615,0.0001665489,0.0001318683,0.0002671173,0.0001686133],"domain_scores_gemma":[0.9952484,0.0008485215,0.00131619,0.0001996627,0.001168177,0.001219047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000644732,0.0006288312,0.9534436,0.0001338762,0.0001601065,0.0001487586,0.001297306,0.0005797983,0.004127613,0.000123798,0.001099652,0.03761186],"study_design_scores_gemma":[0.00003806287,0.001330945,0.992203,0.00002966279,0.00006619386,0.0004195952,0.00132853,0.001429609,0.001920891,0.0001291656,0.001070014,0.00003433182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925965,0.0001617947,0.001223448,0.0001286713,0.00002828247,0.0001229498,0.0002865784,0.00006268243,0.00538899],"genre_scores_gemma":[0.9941247,0.0001402491,0.003842178,0.00005912318,0.00001838781,0.0001033586,0.0003492595,0.00001198203,0.0013508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002009124,"threshold_uncertainty_score":0.00876689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04374151329733261,"score_gpt":0.4056921758780463,"score_spread":0.3619506625807137,"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."}}