{"id":"W4416405425","doi":"10.21474/ijar01/22066","title":"META-ANALYSIS ON THE PREVALENCE OF CORNEAL ULCER IN BRAZIL (2021-2024)","year":2025,"lang":"","type":"article","venue":"International Journal of Advanced Research","topic":"Ocular Infections and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epidemiology; corneal ulcer; Blindness; Public health; Observational study; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003915722,0.0002066873,0.0009100645,0.003236468,0.000126257,0.00007534651,0.0008422484,0.0001047328,0.008629373],"category_scores_gemma":[0.002673178,0.0001247995,0.001465269,0.00280471,0.0004312902,0.0002385011,0.0002090112,0.001414705,0.00004057377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006090385,"about_ca_system_score_gemma":0.0007279593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001004447,"about_ca_topic_score_gemma":0.00007072777,"domain_scores_codex":[0.9945791,0.0008889509,0.001261169,0.0003299634,0.002588952,0.0003518735],"domain_scores_gemma":[0.9913297,0.003315119,0.0005281069,0.0005010534,0.004212466,0.0001135485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"observational","study_design_scores_codex":[0.006673566,0.007532676,0.1257034,0.0005312926,0.7656807,0.002287587,0.001005167,0.0390952,0.003150856,0.01722117,0.002326186,0.02879217],"study_design_scores_gemma":[0.01784149,0.00811019,0.4948067,0.003995974,0.3631448,0.0003598172,0.003416427,0.004358068,0.04929715,0.02464575,0.029245,0.0007786104],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.837289,0.05077833,0.001797753,0.06454729,0.006083705,0.001693333,0.0004140135,0.000006838574,0.03738973],"genre_scores_gemma":[0.9716043,0.004839733,0.0002719917,0.0001569861,0.0001592473,0.00002357207,0.00000241664,0.00001171115,0.02293004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4025359,"threshold_uncertainty_score":0.9922768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1095496261251556,"score_gpt":0.4772989131826841,"score_spread":0.3677492870575285,"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."}}