{"id":"W4234379242","doi":"10.2196/preprints.17309","title":"Assessment of Training Outcomes of Nurse Readers for Diabetic Retinopathy Telescreening: Validation Study (Preprint)","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto; St. Joseph’s Healthcare Hamilton; Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Diabetic retinopathy; Medicine; Fundus (uterus); Retinopathy; Ophthalmology; Optometry; Diabetes mellitus; Fundus camera; Ophthalmoscopy; Retinal; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.006121522,0.0004027499,0.0002338008,0.0005065686,0.0004249857,0.0005367323,0.0004776605,0.0005706207,0.001175779],"category_scores_gemma":[0.01949386,0.0002563347,0.0005383721,0.00035764,0.0003751077,0.0006107381,0.0005204771,0.0003973301,0.0006431849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007127774,"about_ca_system_score_gemma":0.0006958754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003377713,"about_ca_topic_score_gemma":0.003096106,"domain_scores_codex":[0.9976174,0.001188151,0.0001939837,0.0003179016,0.0005242247,0.0001583425],"domain_scores_gemma":[0.9855382,0.005155991,0.003378921,0.001324836,0.003727769,0.0008742381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0013401,0.001358893,0.9887348,0.00003237034,0.00006547201,0.0000399582,0.0009410565,0.000123073,0.0004506514,0.0000126837,0.0002511734,0.00664976],"study_design_scores_gemma":[0.00009319057,0.004420971,0.9940903,0.00001344314,0.00003213603,0.00003766051,0.0003975183,0.0003398042,0.0003575592,0.00001047047,0.000198077,0.000009026479],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999435,0.00001501489,0.0001342927,0.000009426192,0.000006744669,0.00008844298,0.00006567844,0.000004211969,0.000241185],"genre_scores_gemma":[0.9988127,0.00002100446,0.0002700134,0.00003296066,0.000009061466,0.000165354,0.000299884,0.000004255161,0.0003848858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006121522,"threshold_uncertainty_score":0.03237408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06705694880570244,"score_gpt":0.3844994307812003,"score_spread":0.3174424819754978,"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."}}