{"id":"W2416692204","doi":"10.1089/109264103322381807","title":"Laparoscopic Inguinal Herniorrhaphy","year":2003,"lang":"en","type":"article","venue":"Pediatric Endosurgery & Innovative Techniques","topic":"Hernia repair and management","field":"Medicine","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Saint-François d'Assise","funders":"","keywords":"Medicine; Inguinal hernia; General surgery; Inguinal canal; Surgery; Hernia","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009467857,0.0002886381,0.0004976483,0.0006776816,0.00009370583,0.00002653946,0.0001015977,0.0001278505,0.0005000004],"category_scores_gemma":[0.0007195687,0.0002581936,0.0001371623,0.002108524,0.00007023549,0.0001255959,0.00005972895,0.0003653216,0.00007675521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001026509,"about_ca_system_score_gemma":0.0002270138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002458847,"about_ca_topic_score_gemma":0.00000109031,"domain_scores_codex":[0.9980071,0.0001157234,0.0005724353,0.0004301002,0.0004107092,0.0004639883],"domain_scores_gemma":[0.9986679,0.0001397114,0.0001995014,0.0004177206,0.0004530128,0.0001221374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009515563,0.0005688943,0.875753,0.0003575521,0.00012979,0.0003053102,0.0002111266,1.577253e-7,0.003811152,0.01989489,0.08649059,0.01238241],"study_design_scores_gemma":[0.001509047,0.0007603558,0.04865649,0.0001100788,0.0002481659,0.0001561192,0.0001940274,0.000003635681,0.15298,0.00256061,0.7919561,0.000865445],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6935843,0.0008749356,0.00553303,0.0005468976,0.0004808525,0.001308059,0.00001284399,0.002004597,0.2956545],"genre_scores_gemma":[0.9793941,0.0004057573,0.01619425,0.001503202,0.0004712651,0.0002443109,0.00002197419,0.00005334416,0.00171185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8270965,"threshold_uncertainty_score":0.999987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01800594710927268,"score_gpt":0.2862709115558079,"score_spread":0.2682649644465352,"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."}}