{"id":"W4400318259","doi":"10.1038/s41433-024-03106-0","title":"Global estimates on the number of people blind or visually impaired by Uncorrected Refractive Error: a meta-analysis from 2000 to 2020","year":2024,"lang":"en","type":"review","venue":"Eye","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of Waterloo; University of Calgary; McGill University; Alberta Health Services; McMaster University; Queen's University","funders":"Sightsavers International; Fred Hollows Foundation; Brien Holden Vision Institute; Lions Clubs International Foundation; Universität Heidelberg; Bill and Melinda Gates Foundation","keywords":"Refractive error; Meta-analysis; Visually impaired; Optometry; Medicine; Ophthalmology; Audiology; Eye disease; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003898187,0.0007120191,0.0053489,0.0001446381,0.0001140256,0.00003115936,0.0002856273,0.0003603181,0.007089004],"category_scores_gemma":[0.0007855489,0.0003293194,0.002538968,0.002772379,0.0001036264,0.00003944376,0.0002177152,0.0004803058,0.001255688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002685862,"about_ca_system_score_gemma":0.0004368913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000853899,"about_ca_topic_score_gemma":0.0001542731,"domain_scores_codex":[0.997157,0.0003868355,0.0008464334,0.0007760149,0.0004745214,0.0003592162],"domain_scores_gemma":[0.9973308,0.00125143,0.0004259318,0.0006644244,0.0001582065,0.0001692481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001570084,0.001782049,0.002836339,0.003575266,0.7617326,0.0002838261,0.001372803,0.000002797212,7.49328e-7,0.00002005826,0.2199911,0.006832248],"study_design_scores_gemma":[0.0003823842,0.001478447,0.001525247,0.00137073,0.8843206,0.00005179065,0.0003595061,0.00003008545,0.000002699504,0.0000580556,0.1099817,0.0004387161],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005812381,0.9864507,0.00001188838,0.001577016,0.0003169577,0.001704473,0.002862734,0.00008968498,0.001174164],"genre_scores_gemma":[0.01129566,0.9602626,0.0006042174,0.001062725,0.0003746659,0.001165276,0.001844022,0.0001513316,0.02323951],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1225879,"threshold_uncertainty_score":0.9999159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.134465980059798,"score_gpt":0.4866203830402666,"score_spread":0.3521544029804685,"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."}}