{"id":"W7096304533","doi":"","title":"Research Article Prevalence, Demographics, and Treatment Characteristics of Visual Impairment due to Diabetic Macular Edema in a Representative Canadian Cohort","year":2016,"lang":"en","type":"article","venue":"","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Visual impairment; Diabetic macular edema; Diabetic retinopathy; Visual acuity; Blindness; Epidemiology; Cohort; Retrospective cohort study","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008284789,0.0004130137,0.0004232906,0.002181576,0.002526937,0.00111346,0.001121289,0.0003997237,0.001820167],"category_scores_gemma":[0.002756006,0.0003729415,0.0006199769,0.003930131,0.0005844786,0.0004390531,0.0006535305,0.000523469,0.0002436416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01320907,"about_ca_system_score_gemma":0.01621412,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9838643,"about_ca_topic_score_gemma":0.9854123,"domain_scores_codex":[0.9987589,0.00005733874,0.00007381774,0.0002381571,0.0005513869,0.0003203617],"domain_scores_gemma":[0.9981944,0.00008176742,0.0004127291,0.00009806309,0.0008369024,0.0003761857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003628026,0.00003142177,0.9961107,0.00002571013,0.00005003545,0.00005967491,0.0002965344,0.00003166193,0.0001058032,0.00004393451,0.001283981,0.001924254],"study_design_scores_gemma":[0.000007432232,0.00002242769,0.9985682,0.00001592161,0.00002253427,0.0001177546,0.0004460988,0.0001139761,0.00002698102,0.00001114869,0.0006395265,0.000007998366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988696,0.0004821757,0.0001305197,0.0002833467,0.00001483104,0.0001173094,0.008007726,0.00001269442,0.002255436],"genre_scores_gemma":[0.9951466,0.0005518585,0.0002652866,0.0001740748,0.00001379889,0.00004381645,0.003347975,0.000006386426,0.0004503373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01613569,"threshold_uncertainty_score":0.09583896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02110215516265932,"score_gpt":0.3529541551919339,"score_spread":0.3318520000292746,"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."}}