{"id":"W2960305074","doi":"10.1007/s00383-019-04521-1","title":"Laparoscopic versus open inguinal hernia repair in children: which is the true gold-standard? A systematic review and meta-analysis","year":2019,"lang":"en","type":"review","venue":"Pediatric Surgery International","topic":"Hernia repair and management","field":"Medicine","cited_by":96,"is_retracted":false,"has_abstract":false,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Medicine; Hydrocele; Inguinal hernia; Pediatric surgery; Meta-analysis; Surgery; Hernia; Laparoscopy; Hernia repair; Laparoscopic surgery; Testicular atrophy; General surgery; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003546538,0.0005811189,0.008030213,0.0009538524,0.00004942873,0.0001304958,0.0007394369,0.0001958009,0.001595589],"category_scores_gemma":[0.001582486,0.000342765,0.003209456,0.001809265,0.00002790989,0.0001371493,0.0005421845,0.0005148544,0.0001589191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002884023,"about_ca_system_score_gemma":0.0006151634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001839931,"about_ca_topic_score_gemma":0.00005706564,"domain_scores_codex":[0.9951478,0.0006733445,0.001974741,0.0008610787,0.001011384,0.0003317072],"domain_scores_gemma":[0.9959615,0.001449009,0.001086276,0.00110092,0.0002732404,0.0001290252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00007078444,0.0001619461,0.004465177,0.6433648,0.284276,0.00005192976,0.00006221901,0.000001364946,5.145123e-10,0.00007292621,0.06624915,0.001223687],"study_design_scores_gemma":[0.0004363847,0.0000366969,0.0001765798,0.007145762,0.7876523,0.00005517818,0.000008948291,0.0000124773,5.75812e-9,0.000002753761,0.204169,0.0003039081],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000026511,0.9909639,0.00000403587,0.001150954,0.0003983291,0.005350956,0.000491255,0.00005608683,0.001557978],"genre_scores_gemma":[0.00009903042,0.9921617,0.00005132939,0.001328422,0.0002941183,0.001330047,0.0004020348,0.00005179056,0.004281544],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.636219,"threshold_uncertainty_score":0.9999024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1009869226131883,"score_gpt":0.3817556034163148,"score_spread":0.2807686808031265,"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."}}