{"id":"W4415565604","doi":"10.2147/opth.s559156","title":"Systematic Review of Clinical Practice Guidelines for Post-Cataract Surgery Endophthalmitis Prophylaxis from 2008-2023","year":2025,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Ocular Infections and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Faculty of Medicine, Chulalongkorn University; Chulalongkorn University; King Chulalongkorn Memorial Hospital","keywords":"Endophthalmitis; Clinical Practice; Cataract surgery; Systematic review; Quality of evidence; MEDLINE; Antibiotic prophylaxis; Medical literature","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005171411,0.0002938336,0.00340645,0.0001581016,0.00007747234,0.00001080435,0.0001947178,0.0005283179,0.0005533056],"category_scores_gemma":[0.2280914,0.0002175726,0.001784186,0.0004162114,0.000261418,0.0001057318,0.0001086665,0.0004424496,0.000138415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003922737,"about_ca_system_score_gemma":0.0007992606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002641357,"about_ca_topic_score_gemma":0.000001280536,"domain_scores_codex":[0.9920667,0.001127406,0.005491547,0.0007193378,0.0002702914,0.0003247294],"domain_scores_gemma":[0.9699022,0.02345882,0.001478969,0.001167351,0.003777732,0.0002149176],"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":[0.002760149,0.01318625,0.3722438,0.5158645,0.01329887,0.007276508,0.0000117438,7.956078e-7,0.00004195477,0.0005211268,0.05931455,0.01547975],"study_design_scores_gemma":[0.01422131,0.01727148,0.3134611,0.5585342,0.03203779,0.02644441,0.0002464796,0.0001571784,0.0002469564,0.002088374,0.03389907,0.001391611],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.628723,0.2889875,0.0006918992,0.02907223,0.01467015,0.01506044,0.0009891973,0.0002023641,0.02160325],"genre_scores_gemma":[0.7989235,0.08238977,0.06038596,0.03640036,0.002705283,0.002382383,0.00261848,0.0001990662,0.01399521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.22292,"threshold_uncertainty_score":0.8872354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1839671560151906,"score_gpt":0.5349900966126085,"score_spread":0.3510229405974179,"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."}}