{"id":"W2136228944","doi":"10.3109/09286586.2010.508350","title":"Prevalence and Causes of Blindness, Low Vision and Status of Cataract in 50 Years and Older Citizen of Qatar—A Community Based Survey","year":2010,"lang":"en","type":"article","venue":"Ophthalmic Epidemiology","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Carl Zeiss Meditec AG; Hamad Medical Corporation","keywords":"Medicine; Visual impairment; Visual acuity; Blindness; Optometry; Low vision; Glaucoma; Cataract surgery; Population; Ophthalmology; Psychiatry; Environmental health","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":[0.003016965,0.0001449916,0.0008936911,0.0001506787,0.00004185719,8.452507e-7,0.00007047948,0.0002208624,0.0000405066],"category_scores_gemma":[0.0037257,0.0001202992,0.00003056771,0.0001005996,0.00129732,0.00005515856,0.0001414258,0.0004528783,3.417393e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007741532,"about_ca_system_score_gemma":0.00006600088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005751042,"about_ca_topic_score_gemma":0.0001806217,"domain_scores_codex":[0.9977269,0.0011569,0.0005723723,0.0002152528,0.00006314414,0.0002654328],"domain_scores_gemma":[0.9942256,0.00497744,0.0003100479,0.0002967984,0.00009097744,0.00009910506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004720684,0.0005184611,0.9898027,0.001269206,0.00004151004,0.000009154115,0.0004050038,0.000001050035,0.007190435,0.00002551536,0.00003693225,0.0002280305],"study_design_scores_gemma":[0.001489704,0.001972061,0.9948357,0.0003261986,0.00004846467,0.0001253537,0.0001136563,0.00007532509,0.0006977064,0.0002302195,0.000004138854,0.00008146744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998059,0.001313222,0.000003558181,0.0001058821,0.00006926096,0.0002637377,0.0001332107,0.000004242943,0.00004785279],"genre_scores_gemma":[0.9983057,0.001107605,0.0004191295,0.00007502238,0.000008088371,0.000005813456,0.00004718752,0.000008993949,0.0000224176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006492729,"threshold_uncertainty_score":0.8693894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08079626096473944,"score_gpt":0.4190137252342366,"score_spread":0.3382174642694972,"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."}}