{"id":"W2033893347","doi":"10.1007/s10029-004-0248-z","title":"Reducing the pain of open groin hernia repair","year":2004,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Georgetown Hospital","funders":"","keywords":"Medicine; Groin; Surgery; Hernia repair; Knot (papermaking); Abdominal surgery; Tenderness; 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":[0.000216127,0.000270301,0.0004382356,0.0003811856,0.00030273,0.000315504,0.0002274115,0.0003426,0.00599386],"category_scores_gemma":[0.001422207,0.00008336247,0.0002677969,0.0002232183,0.0002483492,0.0003280521,0.0003680277,0.0006420871,0.0002855707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001685605,"about_ca_system_score_gemma":0.0003215592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004283415,"about_ca_topic_score_gemma":0.001216671,"domain_scores_codex":[0.9998079,0.00006018395,0.00001173768,0.000009834715,0.00005739737,0.0000530069],"domain_scores_gemma":[0.9995845,0.000146105,0.00007238082,0.0000128095,0.00004616416,0.0001381311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.008268488,0.007423168,0.05192856,0.001689072,0.0002057281,0.003350107,0.0006465183,0.0009269518,0.03170839,0.001179379,0.008950182,0.8837234],"study_design_scores_gemma":[0.002537785,0.05517485,0.8578576,0.0009355728,0.000667616,0.02367998,0.002882424,0.002550799,0.01668747,0.00298607,0.03395552,0.00008420958],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572492,0.02131011,0.001673708,0.002820909,0.0005829311,0.00008518367,0.00007211361,0.00005666939,0.01614924],"genre_scores_gemma":[0.9854392,0.00641871,0.002788805,0.0006392874,0.001129348,0.00004209627,0.00009566125,0.00001456522,0.003432313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00599386,"threshold_uncertainty_score":0.02005148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02713498954211572,"score_gpt":0.3029170180278025,"score_spread":0.2757820284856867,"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."}}