{"id":"W159815092","doi":"","title":"Diagnostic Accuracy of Tele-ophthalmology for Diabetic Retinopathy Assessment: A Meta-analysis and Economic Analysis","year":2014,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Optometry; Medicine; Diabetic retinopathy; Meta-analysis; Retinopathy; Ophthalmology; Diabetes mellitus; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001026737,0.0003741804,0.002236577,0.002178188,0.0001584412,0.0001070258,0.0003723876,0.000174664,0.0001463437],"category_scores_gemma":[0.0004866113,0.0003532655,0.002057942,0.00148572,0.0002269809,0.0004539072,0.0001869179,0.0003259238,0.00001528904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001160316,"about_ca_system_score_gemma":0.0000837967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004156813,"about_ca_topic_score_gemma":0.00034034,"domain_scores_codex":[0.9973988,0.0005018151,0.0005574786,0.0008335951,0.0002723224,0.0004359844],"domain_scores_gemma":[0.9959,0.002086803,0.0005936587,0.0008556461,0.0002414383,0.000322456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007242552,0.000104204,0.9227263,0.000128729,0.07604153,0.00007343519,0.00007120144,0.0002306871,0.0003906708,0.00004677621,1.916349e-7,0.0001138724],"study_design_scores_gemma":[0.0007233617,0.0002421863,0.6595242,0.00001389671,0.3381036,0.00002884944,0.00005749426,0.00009883628,0.0008489944,0.00007952595,0.00005688772,0.0002221772],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908867,0.0002210522,0.007609772,0.0006068031,0.00003666294,0.0003498946,0.00008704392,0.00004827396,0.0001537873],"genre_scores_gemma":[0.9972688,0.0000590462,0.0005790572,0.0001334071,0.00004532,0.000007815293,0.0001267137,0.00003157912,0.001748282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2632021,"threshold_uncertainty_score":0.9998919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1079613234903072,"score_gpt":0.3724816409723494,"score_spread":0.2645203174820421,"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."}}