{"id":"W4405034126","doi":"10.1080/09286586.2024.2374934","title":"Prevalence of Vision Loss in South and Central Asia in 2020: Magnitude and Temporal Trends","year":2024,"lang":"en","type":"article","venue":"Ophthalmic Epidemiology","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Waterloo; University of Calgary","funders":"Fred Hollows Foundation; Brien Holden Vision Institute; Sightsavers International; Universität Heidelberg; Bill and Melinda Gates Foundation","keywords":"Medicine; Central asia; Magnitude (astronomy); Optometry; Demography; Geography; Physical geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009417613,0.000177957,0.0006633782,0.0002625111,0.00002348728,0.000002359197,0.00005189532,0.0002098166,0.000157087],"category_scores_gemma":[0.0005192394,0.0001411463,0.00005086131,0.0002336221,0.0004888605,0.0000737574,0.0001083327,0.0003425622,0.00000517249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003626158,"about_ca_system_score_gemma":0.00003482683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009657341,"about_ca_topic_score_gemma":0.00000664959,"domain_scores_codex":[0.998184,0.0003453587,0.0005548572,0.0004540881,0.00005800654,0.0004037183],"domain_scores_gemma":[0.9990078,0.0006703971,0.0000757314,0.00013654,0.00001432025,0.00009516567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002582287,0.0001520162,0.9947971,0.001039985,0.00003439508,0.0006834701,0.0009343387,0.000002559517,0.0002408861,0.000356833,0.0001584023,0.001341821],"study_design_scores_gemma":[0.0008429974,0.001603056,0.993365,0.0006100342,0.00004563754,0.001441375,0.0001991199,0.0007131197,0.00001758223,0.0010284,0.0000297153,0.0001039181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837444,0.01288011,0.000004432802,0.002303446,0.0001568703,0.0001695522,0.00001722185,0.00001698758,0.0007070273],"genre_scores_gemma":[0.9976904,0.001083797,0.0003514762,0.00008377281,0.00005221036,0.00001506765,0.00001040934,0.00001165129,0.0007011792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01394608,"threshold_uncertainty_score":0.575578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0448895554308745,"score_gpt":0.401864642868514,"score_spread":0.3569750874376395,"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."}}