{"id":"W2113955931","doi":"10.1002/14651858.cd002197","title":"Open Mesh versus non-Mesh for groin hernia repair","year":2001,"lang":"en","type":"review","venue":"Cochrane Database of Systematic Reviews","topic":"Hernia repair and management","field":"Medicine","cited_by":283,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital","funders":"","keywords":"Medicine; Groin; Hernia repair; Inguinal hernia; Surgery; Hernia; Surgical mesh; General 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":[0.008609355,0.0006567618,0.004654913,0.001952337,0.0003462984,0.002831928,0.0008139124,0.002194608,0.0106794],"category_scores_gemma":[0.02345425,0.000314399,0.003565559,0.002054281,0.001251955,0.001774053,0.0008882835,0.001301968,0.0006448022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149257,"about_ca_system_score_gemma":0.00180701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00045817,"about_ca_topic_score_gemma":0.001229951,"domain_scores_codex":[0.9895527,0.005790081,0.002355202,0.0007677245,0.001327533,0.0002068132],"domain_scores_gemma":[0.9765664,0.01758378,0.004666345,0.0002670569,0.0005770454,0.0003393893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.03114687,0.0002872917,0.001589328,0.7935409,0.01009368,0.000139445,0.000213904,0.0002585508,0.0009919557,0.003316185,0.002226662,0.1561953],"study_design_scores_gemma":[0.07748432,0.03901211,0.028703,0.6626897,0.1076598,0.001829947,0.001465261,0.0008192427,0.002648833,0.00838208,0.06908597,0.000219744],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008865366,0.9867679,0.0002822473,0.0006148837,0.001256562,0.0006220301,0.0002173693,0.000008420731,0.001365154],"genre_scores_gemma":[0.2134451,0.7709706,0.003253818,0.002688641,0.002947249,0.004561824,0.0004477165,0.00002662064,0.001658348],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0106794,"threshold_uncertainty_score":0.04553115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2020749900510999,"score_gpt":0.4411189630955988,"score_spread":0.2390439730444988,"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."}}