{"id":"W2617662766","doi":"10.1097/sla.0000000000002228","title":"Simulation Research in Gastrointestinal and Urologic Care—Challenges and Opportunities","year":2017,"lang":"en","type":"review","venue":"Annals of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; MEDLINE; General surgery; Intensive care medicine","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":[0.0124544,0.001153943,0.002240254,0.005738016,0.0006870761,0.003085942,0.001993179,0.004296337,0.002637017],"category_scores_gemma":[0.01618706,0.0007211987,0.001790043,0.005035127,0.002022536,0.006186809,0.003330898,0.005367314,0.0007908655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002665112,"about_ca_system_score_gemma":0.008876204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002665401,"about_ca_topic_score_gemma":0.004303797,"domain_scores_codex":[0.9957784,0.002190639,0.0006568026,0.000278051,0.0008951459,0.0002009129],"domain_scores_gemma":[0.9809115,0.01386482,0.001141959,0.0003729866,0.0029717,0.0007370255],"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":[0.0001245491,0.0001093103,0.0003318726,0.06395552,0.0002490442,0.0001625948,0.0006044335,0.0005314591,0.0003760415,0.008241619,0.05775542,0.8675581],"study_design_scores_gemma":[0.00005060724,0.00017351,0.001228311,0.1186637,0.0002648155,0.001112635,0.0007503452,0.0002662582,0.0002730898,0.005719548,0.8714387,0.00005857797],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004508157,0.9966528,0.00009154271,0.00233964,0.0006605835,0.000007144167,0.000003277004,0.000003294109,0.0001967034],"genre_scores_gemma":[0.0005786372,0.9972911,0.0002333973,0.001127943,0.0006284316,0.00001582365,0.00001052236,0.000002432467,0.0001116474],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0124544,"threshold_uncertainty_score":0.06586599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.932422168702435,"score_gpt":0.572753438527987,"score_spread":0.359668730174448,"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."}}