{"id":"W2007235584","doi":"10.1371/journal.pone.0063315","title":"The Global Burden of Visual Difficulty in Low, Middle, and High Income Countries","year":2013,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"Canadian Institutes of Health Research","keywords":"Socioeconomic status; Visual impairment; Population; Demography; Medicine; Cluster sampling; Quality of life (healthcare); Gerontology; Per capita; Environmental health; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009103746,0.00008766214,0.0002649552,0.00002109759,0.0000777558,0.000009072715,0.00004541186,0.00006082904,0.00005294854],"category_scores_gemma":[0.0001236001,0.00005400459,0.00001713071,0.00009140653,0.000281876,0.00005178941,0.00007848587,0.00008538494,0.00003641077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003245643,"about_ca_system_score_gemma":0.00001652761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003742038,"about_ca_topic_score_gemma":0.00001758669,"domain_scores_codex":[0.9993308,0.00003073267,0.0001868486,0.0001093843,0.0001705999,0.0001716492],"domain_scores_gemma":[0.9995919,0.0001276838,0.00005097156,0.00009595803,0.00008816091,0.00004525981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001725674,0.001078649,0.9969499,0.0003849891,0.0002353937,0.000008492487,0.0002996895,2.406672e-7,0.0004027184,0.0003708999,0.00004577246,0.00005072388],"study_design_scores_gemma":[0.001027062,0.001077506,0.995632,0.0005163964,0.00007886146,0.000007452334,0.000343904,0.0001092843,0.0007636209,0.0003795738,0.000006444981,0.00005792783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961954,0.0006129769,3.314177e-7,0.002498934,0.00002606241,0.0003515837,0.000007049526,0.00001482115,0.000292869],"genre_scores_gemma":[0.9990958,0.000248544,0.00004935394,0.00007364467,0.00006129069,0.00003215868,0.000003234208,0.000004397101,0.0004315689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002900435,"threshold_uncertainty_score":0.2202243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02875478244070138,"score_gpt":0.2940102155476852,"score_spread":0.2652554331069838,"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."}}