{"id":"W4410197627","doi":"10.1016/j.heha.2025.100128","title":"A systematic review of risks associated with environmental change on refractive and non-refractive ocular health: Special focus on Africa","year":2025,"lang":"en","type":"review","venue":"Hygiene and Environmental Health Advances","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; Université de Montréal","funders":"","keywords":"Focus (optics); Optometry; Medicine; Environmental health; Optics; Physics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.007328306,0.001779409,0.007508044,0.0156888,0.0008746993,0.00299195,0.001556799,0.002070508,0.004772843],"category_scores_gemma":[0.03828184,0.0009694032,0.00744004,0.01866701,0.000982656,0.003068575,0.00193552,0.001084178,0.000372732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003972689,"about_ca_system_score_gemma":0.01617873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01015606,"about_ca_topic_score_gemma":0.03306527,"domain_scores_codex":[0.9906191,0.002764268,0.00410031,0.0006647967,0.00152011,0.0003314781],"domain_scores_gemma":[0.9729378,0.01915951,0.004671733,0.0003338656,0.00265318,0.0002439549],"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":[0.00007061484,0.000008071258,0.0006307514,0.9737437,0.003101072,0.0001424832,0.0002361072,0.0000593199,0.00013036,0.0001974406,0.001200795,0.02047933],"study_design_scores_gemma":[0.00007443896,0.00008977392,0.003154897,0.9506845,0.02584431,0.0003697394,0.00033443,0.00004264433,0.0001206144,0.0002230129,0.01903902,0.00002265238],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009950784,0.9970115,0.000181333,0.0002755179,0.0001665948,0.0004191726,0.0005761625,0.000007129298,0.0003674746],"genre_scores_gemma":[0.007775702,0.990253,0.0005164758,0.0004237856,0.00008026748,0.0005965147,0.0002189354,0.000004308905,0.0001311106],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0156888,"threshold_uncertainty_score":0.03875625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04251767251501321,"score_gpt":0.3364000951330983,"score_spread":0.2938824226180851,"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."}}