{"id":"W4412044086","doi":"10.1177/17571774251350783","title":"Intraocular surgical site infection surveillance in Winnipeg, Manitoba, Canada","year":2025,"lang":"en","type":"article","venue":"Journal of Infection Prevention","topic":"Ocular Infections and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Winnipeg Regional Health Authority; University of Manitoba","funders":"","keywords":"Medicine; Intraocular surgery; Incidence (geometry); Disease control; Glaucoma; Outbreak; Optometry; Ophthalmology; Surgery; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004892959,0.000124928,0.0003015853,0.0004824948,0.00007611296,0.00002487157,0.00002039258,0.0001029397,0.00008987301],"category_scores_gemma":[0.00008106536,0.0001116456,0.0002056494,0.0006595489,0.00001795122,0.0002119228,0.0000146233,0.0003141775,0.000006886572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009265339,"about_ca_system_score_gemma":0.0004980708,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1766813,"about_ca_topic_score_gemma":0.5651085,"domain_scores_codex":[0.9987351,0.0001587969,0.0005822371,0.0001310772,0.0002456616,0.0001471596],"domain_scores_gemma":[0.9992148,0.00003904478,0.0002660799,0.0001230925,0.000289062,0.00006786329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001279745,0.0004435956,0.9840067,0.00006729337,0.0001805562,0.0001802441,0.000005828873,0.0003222342,0.0004904089,0.00007770039,0.0005576569,0.01353979],"study_design_scores_gemma":[0.002882903,0.0003143391,0.9620726,0.0003334736,0.0001057014,0.0007880296,0.000005471421,0.00007203745,0.001462716,0.0002650106,0.03161991,0.00007779287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993603,0.000273534,0.0025139,0.0002688644,0.001054213,0.0002348917,0.000001346681,0.00001665541,0.002033606],"genre_scores_gemma":[0.9986613,0.0004237971,0.00009539222,0.00004754007,0.0001278041,0.000007544501,0.0000135461,0.000008518244,0.0006145941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3884272,"threshold_uncertainty_score":0.8288013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008315312443424793,"score_gpt":0.2734010570239176,"score_spread":0.2650857445804928,"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."}}