{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01089822,0.000576623,0.0003625197,0.0007307944,0.0005516031,0.0005816036,0.0007118047,0.0007490219,0.0009365621],"category_scores_gemma":[0.03601011,0.0003410922,0.0006382643,0.0003919183,0.0005577828,0.0007818535,0.0008405465,0.0005097905,0.0005767159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001054903,"about_ca_system_score_gemma":0.00111657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002357521,"about_ca_topic_score_gemma":0.002671692,"domain_scores_codex":[0.9946421,0.002595518,0.0004394437,0.0006830075,0.001274525,0.0003654374],"domain_scores_gemma":[0.9709142,0.009969356,0.005739472,0.00293025,0.008982905,0.001463691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00129007,0.0017425,0.9861243,0.00004064241,0.00006550635,0.00005865772,0.001499303,0.000174135,0.000496796,0.00001958902,0.0001765778,0.008312079],"study_design_scores_gemma":[0.0001329615,0.005552579,0.9912676,0.0000249003,0.00005046485,0.0001009857,0.0007129234,0.0009386049,0.0007563558,0.00002388585,0.0004219382,0.00001673747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990914,0.00002176312,0.0002825104,0.000008770526,0.000007178783,0.0001742016,0.0000506765,0.000007060669,0.0003564849],"genre_scores_gemma":[0.9987385,0.00002266764,0.0004725394,0.00002423026,0.000006432495,0.0002330613,0.0002087049,0.000005405284,0.0002884862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01089822,"threshold_uncertainty_score":0.05763596,"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."}}