{"id":"W4410586154","doi":"10.1016/j.ajoint.2025.100134","title":"The effectiveness of antibiotic additives in irrigation fluid used during cataract surgery: A systematic review","year":2025,"lang":"en","type":"review","venue":"AJO International","topic":"Ocular Infections and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Western University","funders":"Western University","keywords":"Cataract surgery; Antibiotics; Medicine; Intensive care medicine; Surgery; Microbiology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01233659,0.002166734,0.01578457,0.01132518,0.0007244594,0.002816134,0.001925541,0.002416482,0.002727699],"category_scores_gemma":[0.04705906,0.001435204,0.01067091,0.01039083,0.00129436,0.002674476,0.001279843,0.001063542,0.0002071565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003777496,"about_ca_system_score_gemma":0.01145087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006685026,"about_ca_topic_score_gemma":0.02097712,"domain_scores_codex":[0.9831058,0.006562769,0.006543745,0.001097593,0.002330514,0.0003595094],"domain_scores_gemma":[0.9591497,0.02603985,0.009989384,0.0005831306,0.00378306,0.0004549729],"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":[0.0003469301,0.0000188068,0.0008700442,0.9668316,0.01942655,0.00008972095,0.0001053332,0.00007049865,0.0001887164,0.0000591439,0.0003011862,0.01169139],"study_design_scores_gemma":[0.0007629204,0.000844349,0.006960119,0.7060132,0.2766783,0.0005310755,0.0003390631,0.0001666838,0.0003869612,0.0001703153,0.007084503,0.00006264385],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002533471,0.9963791,0.0001382583,0.0001246585,0.0001046348,0.0004114224,0.0001854588,0.000007974898,0.000114936],"genre_scores_gemma":[0.04707421,0.9491101,0.001409875,0.0005668284,0.0001579626,0.00132603,0.0002239182,0.000008693733,0.0001223603],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01578457,"threshold_uncertainty_score":0.06524295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01952148831293674,"score_gpt":0.3423175779504878,"score_spread":0.322796089637551,"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."}}