{"id":"W2004804292","doi":"10.1159/000354548","title":"Contemporary Management of Diabetic Retinopathy in Canada: From Guidelines to Algorithm Guidance","year":2013,"lang":"en","type":"article","venue":"Ophthalmologica","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of British Columbia; University of Toronto; Dalhousie University; Université Laval; University of Alberta; University of Saskatchewan; Université de Montréal; Western University","funders":"","keywords":"Diabetic retinopathy; Medicine; Macular edema; Diabetic macular edema; Optometry; Clinical Practice; Diabetes mellitus; Algorithm; Retina; Intensive care medicine; Ophthalmology; Family medicine; Computer science; Psychology; Visual acuity; Neuroscience","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005613293,0.0001428852,0.0003379165,0.00003901791,0.00001624649,0.000005445502,0.000119584,0.00003436977,0.0007902572],"category_scores_gemma":[0.00003903437,0.0001046947,0.0000524166,0.0001547408,0.00002148881,0.00002866526,0.0000817875,0.00004923359,0.0000707815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001527922,"about_ca_system_score_gemma":0.0001643719,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6704327,"about_ca_topic_score_gemma":0.001331799,"domain_scores_codex":[0.9988267,0.00003464477,0.00041089,0.000285144,0.0002390861,0.000203491],"domain_scores_gemma":[0.999287,0.00003461066,0.00008509025,0.0003078629,0.0001137021,0.0001717313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001312516,0.0003168932,0.9560205,0.00008381432,0.000125331,0.00560852,0.00001937765,0.000009576021,0.0003432768,0.00001406867,0.01469057,0.02263681],"study_design_scores_gemma":[0.0006704672,0.0002767559,0.9973294,0.0003430198,0.0000299202,0.00002337267,0.0001848032,0.0001315343,0.0003384567,0.000301093,0.0002705309,0.0001006584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795783,0.001645769,0.00001310308,0.001237564,0.00009355346,0.0007118327,0.00006401056,0.000009773319,0.01664612],"genre_scores_gemma":[0.984174,0.00003550729,0.0143404,0.0004205606,0.00002457317,0.000146793,0.00004549812,0.00001058749,0.0008020547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6691009,"threshold_uncertainty_score":0.8652762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04791340522180641,"score_gpt":0.2987856965220962,"score_spread":0.2508722913002898,"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."}}