{"id":"W3009817294","doi":"10.2196/17309","title":"Assessment of Training Outcomes of Nurse Readers for Diabetic Retinopathy Telescreening: Validation Study","year":2020,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":13,"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","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001143324,0.0001432143,0.0005332971,0.00006050247,0.00002750942,0.000007233238,0.00006858267,0.00003676472,0.00002651491],"category_scores_gemma":[0.0001613754,0.0001136121,0.0001848833,0.0001521222,0.00004769902,0.00004818018,0.00001498325,0.0000557565,0.00000108565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002038138,"about_ca_system_score_gemma":0.00005719828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003781748,"about_ca_topic_score_gemma":1.886848e-7,"domain_scores_codex":[0.9988862,0.00004547739,0.0003706027,0.0002274946,0.0002810954,0.0001891353],"domain_scores_gemma":[0.9992027,0.0001633268,0.0002130136,0.0001811731,0.0001038985,0.0001359448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007249152,0.0008722941,0.9887589,0.0003499444,0.0003327968,0.000003134948,0.001984048,0.000007738238,0.003421545,0.00004019586,0.00004556929,0.00411132],"study_design_scores_gemma":[0.002936552,0.003527995,0.9814972,0.0001222322,0.0005591546,1.077501e-7,0.005756815,0.0005623743,0.004896342,0.0000347619,0.00001728925,0.00008920445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971354,0.00004893034,0.00005467895,0.0005653861,0.00003265959,0.001748463,0.00005157186,0.00003135011,0.0003315436],"genre_scores_gemma":[0.9977125,0.000001762322,0.001777185,0.0000991503,0.00003267079,0.000244676,0.0000753835,0.00002397525,0.00003269665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00726175,"threshold_uncertainty_score":0.4632968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05936798082523832,"score_gpt":0.3649822967198234,"score_spread":0.3056143158945851,"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."}}