{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00112483,0.0006390909,0.000290193,0.000438874,0.0001630026,0.0003046978,0.001240475,0.0005284562,0.004604018],"category_scores_gemma":[0.002598832,0.0002023635,0.0004625147,0.0001807578,0.0002024689,0.0004067086,0.00113886,0.0004094531,0.0009315415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003150117,"about_ca_system_score_gemma":0.001094107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001270736,"about_ca_topic_score_gemma":0.002593894,"domain_scores_codex":[0.9994356,0.0002027969,0.00003534826,0.00005779569,0.000217472,0.00005097183],"domain_scores_gemma":[0.9989111,0.0003261351,0.0000901235,0.00014393,0.0002357947,0.0002929136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002204038,0.009890064,0.09095161,0.001124933,0.0001890676,0.001329716,0.001352919,0.04218069,0.2788121,0.002112163,0.00992375,0.559929],"study_design_scores_gemma":[0.002471725,0.07357501,0.2274096,0.0005816183,0.0006230486,0.009520892,0.001640407,0.4535074,0.09818741,0.002418074,0.1293199,0.0007449413],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8213261,0.00033428,0.1631212,0.0005302386,0.0003578404,0.003833581,0.0009680386,0.001887736,0.007640972],"genre_scores_gemma":[0.6751102,0.0003326527,0.3161785,0.0002354402,0.0000795025,0.002132821,0.001296279,0.00007815193,0.004556563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004604018,"threshold_uncertainty_score":0.01540196,"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."}}