{"id":"W3160924776","doi":"10.1016/j.jcjd.2021.05.001","title":"Sociodemographics Associated With Risk of Diabetic Retinopathy Detected by Tele-Ophthalmology: 5-Year Results of the Toronto Tele-Retinal Screening Program","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; Regent Park Community Health Centre; Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Diabetic retinopathy; Disadvantaged; Cohort; Optometry; Eye examination; Prospective cohort study; Family medicine; Population; Odds ratio; Diabetes mellitus; Gerontology; Ophthalmology; Visual acuity; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.000276288,0.0002884359,0.0002780819,0.0005664158,0.0007585421,0.0007594132,0.0004088863,0.0006211036,0.002718869],"category_scores_gemma":[0.001724655,0.0003319343,0.0008064551,0.001177078,0.0002856374,0.0004402756,0.0006272843,0.0007919027,0.0002168271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002178084,"about_ca_system_score_gemma":0.00233243,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5574488,"about_ca_topic_score_gemma":0.5924106,"domain_scores_codex":[0.9995858,0.00006580949,0.00003565036,0.00006409513,0.00009548916,0.0001532336],"domain_scores_gemma":[0.9983449,0.000141451,0.0005798182,0.00005819556,0.0002717703,0.0006038223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006523781,0.00004828761,0.9991269,0.000005334866,0.00003185951,0.00003462475,0.000115014,0.0000278548,0.00004017484,0.00001216727,0.0001221563,0.0003703484],"study_design_scores_gemma":[0.000001714102,0.00002321022,0.9995574,0.000003470509,0.0000117286,0.00001969678,0.0002765185,0.00005790955,0.000007077881,0.000003278535,0.00003592895,0.000001886365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978197,0.0001821704,0.00002506407,0.0001121276,0.000008642472,0.000009590917,0.001063766,0.000003437059,0.0007754543],"genre_scores_gemma":[0.9990352,0.00009269801,0.00002252385,0.00002552857,0.000006065556,0.000003671452,0.0005026193,0.000001151666,0.0003106222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4425512,"threshold_uncertainty_score":0.8903149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009142479428225948,"score_gpt":0.2337555894279788,"score_spread":0.2246131099997529,"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."}}