{"id":"W4286715637","doi":"10.1016/j.eclinm.2022.101578","title":"Development and validation of predictive risk models for sight threatening diabetic retinopathy in patients with type 2 diabetes to be applied as triage tools in resource limited settings","year":2022,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"National Institute for Health Research Applied Research Collaboration West; Moorfields Eye Hospital NHS Foundation Trust; Department of Health and Social Care; National Institute for Health and Care Research; Barts Charity; UK Research and Innovation; UCL Institute of Ophthalmology, University College London; Boehringer Ingelheim; Australian Research Council; Wellcome Trust; Roche","keywords":"Medicine; Diabetic retinopathy; Type 2 diabetes; Population; Statistic; Diabetes mellitus; Triage; Retinopathy; Optometry; Pediatrics; Emergency medicine; Statistics; Environmental health; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007363026,0.0001685704,0.0005532553,0.0002081756,0.00007119546,0.000005956936,0.00006770606,0.00005169223,0.00002377771],"category_scores_gemma":[0.0008221812,0.0001280767,0.00003307733,0.0004325748,0.00005016385,0.00004431618,0.00009249261,0.00020547,7.69888e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001143513,"about_ca_system_score_gemma":0.00009177374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008094302,"about_ca_topic_score_gemma":0.000001376458,"domain_scores_codex":[0.9981705,0.00009077401,0.00066197,0.0004105976,0.0004179467,0.0002481905],"domain_scores_gemma":[0.9986311,0.0006721224,0.0002488995,0.0001980946,0.00008811796,0.000161676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01240508,0.0009971247,0.9721515,0.0001264981,0.0001313535,0.00001375569,0.002216416,0.0008466687,0.00007508015,0.0000223527,0.00009256102,0.01092167],"study_design_scores_gemma":[0.01867079,0.007876183,0.9689315,0.0004873564,0.0003193431,5.247562e-7,0.0006950186,0.001195967,0.0008120544,0.0002513236,0.0005907878,0.0001691448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967001,0.000119963,0.00003887317,0.0005261878,0.00003149788,0.002204946,0.00005781024,0.00001863361,0.0003019537],"genre_scores_gemma":[0.9963153,0.00001417434,0.001929465,0.0006714254,0.00002392029,0.000393147,0.0005843816,0.00002757838,0.00004059481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01075252,"threshold_uncertainty_score":0.5222815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03078890929670616,"score_gpt":0.2807183536568961,"score_spread":0.24992944436019,"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."}}