{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006674719,0.0001975275,0.0001886101,0.001028228,0.0005435782,0.0003231323,0.0002777332,0.0004824586,0.00197223],"category_scores_gemma":[0.0007980924,0.0002619892,0.0003220543,0.0009050101,0.0002476099,0.0004453048,0.0003564955,0.0003741209,0.0003406685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004195133,"about_ca_system_score_gemma":0.0004627668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01954227,"about_ca_topic_score_gemma":0.02624057,"domain_scores_codex":[0.9996477,0.00008257831,0.00004124612,0.00006662944,0.00008149452,0.00008032417],"domain_scores_gemma":[0.9994672,0.00004142018,0.0002236874,0.00002176043,0.0001245072,0.0001215349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002250745,0.0000684173,0.9977538,0.00002293339,0.00002394803,0.00008298057,0.0003679724,0.00002366584,0.0002459166,0.000017272,0.0003694177,0.001001114],"study_design_scores_gemma":[0.000003389773,0.0001087207,0.9988467,0.00001410236,0.000008405441,0.0001952436,0.0005307164,0.00007721248,0.00002115432,0.0000138481,0.0001770306,0.000003482296],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983133,0.0001152336,0.00005576064,0.0001140833,0.000004480059,0.00002884661,0.001101928,0.000003172629,0.0002631218],"genre_scores_gemma":[0.9984462,0.000115902,0.0001350137,0.0001095532,0.00001063251,0.00003436609,0.000804992,6.455938e-7,0.0003427792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01954227,"threshold_uncertainty_score":0.03885704,"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."}}