{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003106517,0.0004011612,0.0004680456,0.0007692871,0.00061426,0.0003182777,0.0003023458,0.000306147,0.006282247],"category_scores_gemma":[0.0009181796,0.0001761284,0.0003105442,0.0004510898,0.0004320741,0.000339798,0.0005759274,0.0005814797,0.001341741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004979873,"about_ca_system_score_gemma":0.0004672668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009566129,"about_ca_topic_score_gemma":0.002242888,"domain_scores_codex":[0.9997657,0.00002925046,0.0000226279,0.00005908689,0.0000576612,0.00006562752],"domain_scores_gemma":[0.9995663,0.00007083761,0.0001076755,0.00003708478,0.00002679909,0.0001912823],"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":[0.002031853,0.0005391893,0.2361473,0.0006097248,0.0002868836,0.04869415,0.0005963195,0.0006547499,0.01919039,0.001790603,0.01840664,0.6710522],"study_design_scores_gemma":[0.0004518981,0.003003309,0.2518988,0.0002138948,0.0001204985,0.644861,0.0003531132,0.0007066741,0.007089852,0.0006279215,0.09058898,0.00008414446],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8414499,0.06797905,0.02198639,0.003004452,0.00279573,0.0003817483,0.001564577,0.001868575,0.05896968],"genre_scores_gemma":[0.9584247,0.00995549,0.01401936,0.001696856,0.001214763,0.00009527161,0.001153843,0.0001152218,0.0133245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006282247,"threshold_uncertainty_score":0.02101618,"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."}}