{"id":"W4409586663","doi":"10.5604/01.3001.0054.9903","title":"Postoperative drainage after totally extra-peritoneal inguinal hernia repair: systematic review and meta-analysis","year":2025,"lang":"en","type":"article","venue":"Polish Journal of Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Inguinal hernia; Meta-analysis; Surgery; Drainage; General surgery; Hernia; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008721442,0.001924746,0.01240257,0.005386925,0.0005951301,0.002295937,0.00178553,0.001966487,0.004133308],"category_scores_gemma":[0.02697359,0.001107989,0.0281346,0.006734335,0.0005850125,0.001544321,0.001195063,0.001523794,0.0002624707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002468433,"about_ca_system_score_gemma":0.004743828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007749448,"about_ca_topic_score_gemma":0.01708763,"domain_scores_codex":[0.9932123,0.002659968,0.002380342,0.0007067939,0.0007839429,0.0002566192],"domain_scores_gemma":[0.9850039,0.01015023,0.002928857,0.0004393298,0.001274259,0.000203387],"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":[0.001658578,0.00004376962,0.00530681,0.616847,0.363107,0.0001515003,0.0001138663,0.0003616382,0.0001745571,0.00011625,0.0007957429,0.0113234],"study_design_scores_gemma":[0.0006684436,0.0003382868,0.007315851,0.05801553,0.9307709,0.0001530676,0.00008414797,0.0001594065,0.0001233971,0.0001395275,0.002199633,0.00003186965],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005493152,0.9926375,0.0003250752,0.0001753955,0.0001347068,0.0003282256,0.0006693475,0.00001574999,0.0002208882],"genre_scores_gemma":[0.1467231,0.8475351,0.001602881,0.0009606201,0.0002527925,0.001588883,0.001018068,0.00001951586,0.0002990688],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01240257,"threshold_uncertainty_score":0.04612392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03871202362716453,"score_gpt":0.3120370199692915,"score_spread":0.2733249963421269,"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."}}