{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01818585,0.0009743334,0.001207803,0.007169303,0.00544649,0.006420865,0.006163218,0.003989291,0.004045277],"category_scores_gemma":[0.04703588,0.0006639406,0.001061112,0.008174248,0.004153916,0.003567338,0.003798768,0.008067489,0.001152294],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07412998,"about_ca_system_score_gemma":0.2191598,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8508015,"about_ca_topic_score_gemma":0.9100472,"domain_scores_codex":[0.9885915,0.002721573,0.002202928,0.0006002566,0.004791616,0.001092091],"domain_scores_gemma":[0.9385834,0.005128475,0.002687534,0.0007935752,0.0466922,0.006114868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000509553,0.0001426733,0.007745081,0.001572881,0.00004929732,0.0007198323,0.002236257,0.002200975,0.0002854315,0.02081064,0.6459866,0.3181994],"study_design_scores_gemma":[0.0001158469,0.00008965917,0.01790603,0.01925677,0.0001604319,0.001623039,0.004625182,0.004699734,0.0004458917,0.02170489,0.9291358,0.0002366929],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00732916,0.1418242,0.02319597,0.7508304,0.005971424,0.001087806,0.002832509,0.0008438905,0.06608471],"genre_scores_gemma":[0.1420704,0.3192413,0.3691759,0.1315619,0.004534936,0.001646829,0.009079666,0.0007560694,0.02193312],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.92587,"threshold_uncertainty_score":0.5378532,"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."}}