{"id":"W2888738728","doi":"10.1016/j.jcjo.2018.07.004","title":"Toronto tele-retinal screening program for detection of diabetic retinopathy and macular edema","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University Health Network; Regent Park Community Health Centre; University of Toronto","funders":"","keywords":"Medicine; Diabetic retinopathy; Fundus (uterus); Ophthalmology; Retinal; Diabetes mellitus; Optometry; Macular edema; Macular degeneration; Retinopathy","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":[0.0002121326,0.0002495952,0.0002209931,0.0008977089,0.001517865,0.0004412228,0.0005192079,0.0003357345,0.01029434],"category_scores_gemma":[0.0009791165,0.0002055479,0.0003073906,0.0008497098,0.0001518896,0.000264693,0.0004661404,0.0004286132,0.000669074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005942973,"about_ca_system_score_gemma":0.009661686,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7725868,"about_ca_topic_score_gemma":0.8942909,"domain_scores_codex":[0.9996808,0.0000452222,0.00002503703,0.00004305555,0.0001140443,0.000091918],"domain_scores_gemma":[0.9991438,0.0000819443,0.00009003333,0.00002153225,0.0003240221,0.0003386751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009923679,0.001459226,0.8803409,0.0002865618,0.00008604349,0.00256064,0.0009792536,0.0007078248,0.003125366,0.0006719636,0.03933191,0.06945789],"study_design_scores_gemma":[0.0001156475,0.0005170398,0.9900678,0.0001001862,0.00007488119,0.0008627958,0.000888875,0.001731819,0.0005776545,0.0001107576,0.004931135,0.00002143766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9312494,0.001530126,0.0008549532,0.003263737,0.0001317839,0.001020369,0.009753811,0.0002308137,0.05196504],"genre_scores_gemma":[0.9879414,0.0006728675,0.002034549,0.0005461852,0.00004426816,0.0001253057,0.001570951,0.00001288134,0.007051629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2274132,"threshold_uncertainty_score":0.457505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01993998585729349,"score_gpt":0.3057249237211059,"score_spread":0.2857849378638124,"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."}}