{"id":"W1965225573","doi":"10.1503/cjs.018310","title":"Meta-analysis of the effectiveness of prophylactic antibiotics in the prevention of postoperative complications after tension-free hernioplasty","year":2012,"lang":"en","type":"review","venue":"Canadian Journal of Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Antibiotic prophylaxis; Randomized controlled trial; Incidence (geometry); Surgery; Odds ratio; Confidence interval; Antibiotics; Hematoma; Meta-analysis; Seroma; Inguinal hernia; Perioperative; Anesthesia; Internal medicine; Hernia; Complication","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0157297,0.002413865,0.01328009,0.004330928,0.0005468109,0.002995764,0.00166442,0.002242494,0.002614893],"category_scores_gemma":[0.04439566,0.001165834,0.03836291,0.004273903,0.0006374543,0.001119025,0.0009518802,0.001845102,0.0001982073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001786058,"about_ca_system_score_gemma":0.001786009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0052235,"about_ca_topic_score_gemma":0.006803045,"domain_scores_codex":[0.9865304,0.008045024,0.002824604,0.001135323,0.00117772,0.0002869279],"domain_scores_gemma":[0.970193,0.02312752,0.004228277,0.001089236,0.001066348,0.0002956468],"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":[0.00582005,0.00004475304,0.007765125,0.07291066,0.9044694,0.0001226857,0.00003511547,0.000719333,0.0002336748,0.00009978218,0.0003776596,0.007401713],"study_design_scores_gemma":[0.001002812,0.0003609365,0.005718615,0.0041322,0.9875693,0.00008077656,0.0000160397,0.0002626519,0.0001410995,0.0001361672,0.0005661033,0.00001328782],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02015949,0.9773129,0.0007564648,0.0003486656,0.0003376693,0.000177975,0.0004329644,0.00003325076,0.0004406146],"genre_scores_gemma":[0.5425908,0.4506516,0.003099756,0.001167207,0.0005869672,0.0006249757,0.0008663739,0.00004236676,0.0003699715],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0157297,"threshold_uncertainty_score":0.08318764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1691764098246766,"score_gpt":0.3351747003024519,"score_spread":0.1659982904777754,"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."}}