{"id":"W4413970704","doi":"10.1016/j.jcjo.2025.08.002","title":"Risk of corneal edema following glaucoma filtering surgery: a retrospective cohort study","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Trabeculectomy; Medicine; Glaucoma; Hazard ratio; Retrospective cohort study; Proportional hazards model; Ophthalmology; Corneal transplantation; Glaucoma surgery; Intraocular pressure; Surgery; Cornea; Confidence interval; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0007035864,0.0005074457,0.0006269622,0.001060597,0.001114643,0.001283282,0.0006995301,0.001149147,0.002562769],"category_scores_gemma":[0.002192992,0.001090162,0.001513372,0.001764245,0.0005214494,0.001201066,0.0007167165,0.001345862,0.0004248846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006031222,"about_ca_system_score_gemma":0.0008765791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02021791,"about_ca_topic_score_gemma":0.0158244,"domain_scores_codex":[0.9990816,0.0001302024,0.0001118153,0.0003246363,0.0001242528,0.0002274546],"domain_scores_gemma":[0.9977931,0.0002595983,0.000821233,0.0004062805,0.0002654495,0.0004543084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002406345,0.00006355775,0.9986117,0.000006374887,0.000162071,0.0001958194,0.00007466875,0.00001863196,0.0001901391,0.00001990378,0.00008932283,0.0003271814],"study_design_scores_gemma":[0.0000208976,0.000168359,0.9983601,0.000006651573,0.0001043158,0.0006270866,0.0003706109,0.0001426018,0.00003620651,0.00002752075,0.0001234565,0.00001223113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989027,0.00024344,0.00009626527,0.00003122076,0.00001292631,0.00001090743,0.0004036399,0.000004285976,0.0002946237],"genre_scores_gemma":[0.9992427,0.0001278104,0.00007616421,0.00003455776,0.00001474822,0.000009890481,0.0003165973,0.000003762056,0.0001738023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02021791,"threshold_uncertainty_score":0.04020041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01255572077922429,"score_gpt":0.2715787263017087,"score_spread":0.2590230055224844,"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."}}