{"id":"W4396961919","doi":"10.1016/j.hpb.2024.03.100","title":"Abdominal wall hernia repair in patients with cirrhosis: a systematic review and meta-analysis","year":2024,"lang":"en","type":"review","venue":"HPB","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Cirrhosis; Meta-analysis; General surgery; Abdominal wall; Hernia repair; Surgery; Hernia; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004441368,0.002204213,0.01402953,0.003614535,0.0005298228,0.002405956,0.001619668,0.002162492,0.004859405],"category_scores_gemma":[0.01277679,0.001467639,0.0229659,0.005675058,0.0006384103,0.001829224,0.00175689,0.001973085,0.0003901671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001355098,"about_ca_system_score_gemma":0.002269224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005935659,"about_ca_topic_score_gemma":0.02294601,"domain_scores_codex":[0.9965167,0.001137674,0.001263216,0.0005170163,0.0003627697,0.0002024976],"domain_scores_gemma":[0.9934177,0.004249441,0.001555957,0.0002098373,0.000434664,0.0001324373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002121255,0.00004830974,0.007378129,0.4412741,0.5344465,0.0001677721,0.0001306771,0.0002573331,0.000301241,0.00008932616,0.0007975514,0.01298769],"study_design_scores_gemma":[0.0007694002,0.0001842397,0.007149883,0.02214143,0.9677258,0.0001200217,0.00009033554,0.00008630365,0.00006311594,0.0001183066,0.001518119,0.0000329085],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004944999,0.9941,0.0002084296,0.0001005297,0.00009666679,0.00008190823,0.0003204638,0.00001160998,0.0001353951],"genre_scores_gemma":[0.1544144,0.8419431,0.001375748,0.0009423008,0.0002137073,0.0002788503,0.0005134752,0.0000205394,0.0002980001],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01402953,"threshold_uncertainty_score":0.02348846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05041666638643704,"score_gpt":0.330093761148285,"score_spread":0.2796770947618479,"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."}}