{"id":"W4409959154","doi":"10.70749/ijbr.v3i4.1130","title":"Effectiveness of Prophylactic Antibiotic Administration in Preventing Surgical Site Infections in Abdominal Surgery – A Meta-Analysis of RCTs &amp; Observational Studies","year":2025,"lang":"en","type":"article","venue":"Indus journal of bioscience research.","topic":"Surgical site infection prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Medicine; Antibiotics; Abdominal surgery; Randomized controlled trial; Prophylactic antibiotic; Meta-analysis; Antibiotic prophylaxis; Surgery; Internal medicine; Biology; Microbiology","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":[0.03400924,0.003707445,0.02215843,0.008804069,0.0007041516,0.004988838,0.002645867,0.002898885,0.002633815],"category_scores_gemma":[0.0791069,0.002039271,0.06681563,0.007699883,0.001046993,0.002545502,0.001989729,0.002763087,0.0003322136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00289788,"about_ca_system_score_gemma":0.003094082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004287365,"about_ca_topic_score_gemma":0.006513051,"domain_scores_codex":[0.9700044,0.01654647,0.008207317,0.002282039,0.002421262,0.0005384864],"domain_scores_gemma":[0.9358055,0.0482384,0.0105604,0.002402087,0.002446702,0.0005469304],"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":[0.002286206,0.00002284122,0.004008239,0.1233604,0.8654742,0.00006101083,0.00004270888,0.0004553969,0.0001152416,0.0000670917,0.0001770798,0.003929584],"study_design_scores_gemma":[0.0004238839,0.000131746,0.001930402,0.007724213,0.9889536,0.00004408888,0.00001910264,0.0001911141,0.00007306397,0.0001181128,0.0003768793,0.00001382884],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01035303,0.9862816,0.001425588,0.0002510687,0.0002282105,0.0005631599,0.0005798555,0.00004668866,0.0002707931],"genre_scores_gemma":[0.3933993,0.5929742,0.007076601,0.001165762,0.000585518,0.00299793,0.001346765,0.00009026637,0.0003635994],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03400924,"threshold_uncertainty_score":0.1798602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4372763071136562,"score_gpt":0.5255773787631214,"score_spread":0.08830107164946521,"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."}}