{"id":"W2907836808","doi":"10.1007/s00464-018-06617-6","title":"Adaptation of the fundamentals of laparoscopic surgery box for endoscopic simulation: performance evaluation of the first 100 participants","year":2019,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"University Health Network; Society of American Gastrointestinal and Endoscopic Surgeons","keywords":"Medicine; Task (project management); Endoscopy; Reliability (semiconductor); Test (biology); Medical physics; Laparoscopy; Abdominal surgery; Physical therapy; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004527057,0.001107463,0.0007905305,0.001509061,0.001715348,0.001792737,0.001180267,0.001260021,0.004991192],"category_scores_gemma":[0.01282611,0.0005939597,0.0008799173,0.0005379605,0.0006938944,0.0009116186,0.003369518,0.001325602,0.002616268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001266437,"about_ca_system_score_gemma":0.002647183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004326302,"about_ca_topic_score_gemma":0.004719147,"domain_scores_codex":[0.9974016,0.0006736566,0.0001524558,0.0003846934,0.000575143,0.0008125316],"domain_scores_gemma":[0.9889051,0.001332619,0.0005855093,0.0006624309,0.003939392,0.004574844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007240826,0.01978571,0.7380612,0.0004652677,0.0002495645,0.001106045,0.03090349,0.006929133,0.01861822,0.0004895313,0.004705481,0.1714454],"study_design_scores_gemma":[0.0004374941,0.0219629,0.9173036,0.0001461249,0.000109803,0.0008237249,0.02685277,0.006704031,0.008272995,0.0004128627,0.01671248,0.0002613286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971406,0.00004453011,0.0004351917,0.00004346006,0.00002539927,0.0002607745,0.0001502115,0.000046538,0.001853147],"genre_scores_gemma":[0.9909114,0.0001090922,0.002349714,0.00005846399,0.00002203568,0.0004280171,0.0007761672,0.00004161146,0.005303445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004991192,"threshold_uncertainty_score":0.0239417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1179938126437951,"score_gpt":0.36364145704753,"score_spread":0.2456476444037349,"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."}}