{"id":"W1966316938","doi":"10.1177/1553350610395949","title":"A Novel Low-Cost Simulator for Laparoscopic Inguinal Hernia Repair","year":2011,"lang":"en","type":"article","venue":"Surgical Innovation","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Inguinal hernia; Medicine; Hernia repair; Laparoscopy; Simulation; Hernia; General surgery; Surgery; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003941681,0.0001351402,0.0002606422,0.0001651158,0.00008392934,0.00001260139,0.00004497508,0.0001404768,0.0006743014],"category_scores_gemma":[0.0003973438,0.0001143038,0.0001106913,0.0007817887,0.00005302208,0.0000888693,0.0000182864,0.0001601389,0.00004519134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005029139,"about_ca_system_score_gemma":0.00006118306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001309137,"about_ca_topic_score_gemma":0.000001843219,"domain_scores_codex":[0.9987775,0.00001491089,0.0004708123,0.000270061,0.000220502,0.0002462156],"domain_scores_gemma":[0.9990483,0.0001584246,0.0001109765,0.0001763733,0.0004167858,0.00008913926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01618811,0.005132691,0.299085,0.0009135074,0.0006593688,0.00039282,0.002387576,0.0005904742,0.008391467,0.5137466,0.001123436,0.151389],"study_design_scores_gemma":[0.05694097,0.001072491,0.2206337,0.0004804816,0.0001848706,0.0001177289,0.0002254852,0.0644631,0.01043884,0.002591685,0.641955,0.0008955695],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781544,0.00001429029,0.00367076,0.0001255128,0.0002524671,0.0006264985,0.00001096117,0.0002843517,0.01686076],"genre_scores_gemma":[0.9955154,0.000001015685,0.002607703,0.0006888988,0.000291155,0.00005604585,0.0001291255,0.00002304666,0.0006876016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6408316,"threshold_uncertainty_score":0.7383128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1124337824117868,"score_gpt":0.3504553820888906,"score_spread":0.2380215996771038,"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."}}