{"id":"W4416076680","doi":"10.5206/uwomj.v93i1.22824","title":"Climate Change and the Rising Burden of Ocular Disease: Diagnostic Challenges and Emerging Solutions","year":2025,"lang":"","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Retinal and Optic Conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Public health; Global warming; Emerging technologies; Effects of global warming; Global health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001018534,0.0001672247,0.0005343867,0.0002093477,0.0006207435,0.00002080013,0.0002214791,0.000124688,0.000420055],"category_scores_gemma":[0.0005936969,0.0001343957,0.0001723627,0.00009458391,0.001574216,0.0001585078,0.0004283915,0.0007384846,0.000001606074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001077866,"about_ca_system_score_gemma":0.0005355123,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007268197,"about_ca_topic_score_gemma":0.01534454,"domain_scores_codex":[0.9982805,0.0002149276,0.0003793872,0.000211048,0.0005826127,0.000331529],"domain_scores_gemma":[0.9979092,0.0009089114,0.0002789206,0.0001817877,0.0001784233,0.0005427973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003720054,0.0008335278,0.3084426,0.003209443,0.002417116,0.004273709,0.1489689,0.00001706689,0.00002331493,0.02331142,0.0002539906,0.5045288],"study_design_scores_gemma":[0.009395461,0.0002821681,0.9357455,0.01586049,0.00433313,0.0004397765,0.02276822,0.00119886,0.000001401376,0.001727208,0.008051103,0.0001966766],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.823195,0.09042917,0.001122078,0.08309201,0.0003835833,0.0004000814,0.00002353463,0.000007917313,0.001346651],"genre_scores_gemma":[0.8352809,0.1639614,0.00006499741,0.0001257676,0.0001778391,2.955405e-7,0.00000321021,0.000004976542,0.0003806739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6273029,"threshold_uncertainty_score":0.9993425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02482720602402321,"score_gpt":0.2424132931904574,"score_spread":0.2175860871664342,"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."}}