{"id":"W2765987766","doi":"10.1016/j.jcjo.2017.08.013","title":"Why we need to screen for diabetic eye disease","year":2017,"lang":"en","type":"editorial","venue":"Canadian Journal of Ophthalmology","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Heart Research Centre","funders":"","keywords":"Diabetic retinopathy; Medicine; Diabetes mellitus; Microalbuminuria; Disease; Neovascularization; Ischemia; Ophthalmology; Type 2 diabetes; Intensive care medicine; Internal medicine; Optometry; Angiogenesis; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01292734,0.003681644,0.005105524,0.005072923,0.00445824,0.009207791,0.00390149,0.03272046,0.008089707],"category_scores_gemma":[0.06529198,0.001868132,0.003516735,0.002340121,0.003817721,0.005669486,0.001897167,0.04582405,0.007029511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006800324,"about_ca_system_score_gemma":0.01013097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0103806,"about_ca_topic_score_gemma":0.02842945,"domain_scores_codex":[0.9903896,0.001572962,0.001896054,0.0007369143,0.004699298,0.0007051694],"domain_scores_gemma":[0.9171115,0.03327301,0.003397433,0.001442342,0.0365903,0.008185338],"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":[0.00001953517,0.0000134315,0.00007279889,0.0001935314,0.00002364218,0.00009056711,0.00001320467,0.00001402932,0.00001570974,0.0002336072,0.9940509,0.005259138],"study_design_scores_gemma":[0.0002261098,0.00004942497,0.0008291687,0.001708666,0.0002403832,0.0004842994,0.0001567321,0.0001915157,0.00007835019,0.001364415,0.9946174,0.00005356661],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002512241,0.008395591,0.00006070576,0.09741927,0.8932289,0.00001221552,0.00003491702,0.00002374804,0.0007994262],"genre_scores_gemma":[0.0002999778,0.006098224,0.000121072,0.07257545,0.9183153,0.00002018248,0.00002583689,0.0000219439,0.002521992],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03272046,"threshold_uncertainty_score":0.06836712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02540032039434589,"score_gpt":0.3314932495580208,"score_spread":0.306092929163675,"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."}}