{"id":"W1994280980","doi":"10.1016/j.jpedsurg.2010.02.033","title":"Incarceration rates in pediatric inguinal hernia: do not trust the coding","year":2010,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal Children's Hospital","funders":"","keywords":"Medicine; Inguinal hernia; Sedation; Retrospective cohort study; Hernia; Context (archaeology); Pediatrics; Surgery","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":[0.005658315,0.0002283717,0.0004492688,0.002570232,0.0006397738,0.001304714,0.00200305,0.0009559136,0.004496919],"category_scores_gemma":[0.1260216,0.0005373325,0.0009822733,0.004729976,0.001108949,0.003169774,0.001409308,0.001514314,0.000385489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001430086,"about_ca_system_score_gemma":0.002180594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03883229,"about_ca_topic_score_gemma":0.05798839,"domain_scores_codex":[0.9919681,0.002272412,0.001462142,0.0009533745,0.002222691,0.001121285],"domain_scores_gemma":[0.851073,0.06347845,0.05442275,0.01113698,0.01528387,0.004604957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006325512,0.000007067478,0.9953023,0.00002255592,0.00004357705,0.0000394606,0.0003122953,0.0001569207,0.00002760911,0.0002842101,0.001001807,0.002738981],"study_design_scores_gemma":[0.000008054581,0.00003906504,0.9954475,0.0001226227,0.00006750426,0.0003737132,0.001277652,0.001281783,0.0001384276,0.0004826349,0.000742446,0.0000185345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815595,0.001659475,0.001312009,0.003592236,0.000280274,0.00003367379,0.004016412,0.00003782336,0.007508556],"genre_scores_gemma":[0.9984383,0.0002539276,0.0002586779,0.0001254799,0.00004201764,0.000009047788,0.0007104532,0.0000277632,0.0001343949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03883229,"threshold_uncertainty_score":0.07721251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02334548535546664,"score_gpt":0.2801639854929759,"score_spread":0.2568185001375093,"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."}}