{"id":"W3177015039","doi":"10.2337/dc21-0476","title":"Corneal Confocal Microscopy Predicts the Development of Diabetic Neuropathy: A Longitudinal Diagnostic Multinational Consortium Study","year":2021,"lang":"en","type":"article","venue":"Diabetes Care","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Toronto; University Health Network; University of Calgary; Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Interquartile range; Type 1 diabetes; Confocal microscopy; Diabetes mellitus; Receiver operating characteristic; Ophthalmology; Type 2 diabetes; Hazard ratio; Confocal; Cohort; Internal medicine; Endocrinology; Confidence interval","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":[0.0001504773,0.0001856107,0.000356675,0.00004577705,0.0001374608,0.00002819132,0.0001205565,0.00005744282,0.00009855705],"category_scores_gemma":[0.0007247261,0.0001432574,0.0001030444,0.0001990967,0.000108037,0.00004114531,0.0001192869,0.0002075007,0.00006524846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005458523,"about_ca_system_score_gemma":0.0005593359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003526229,"about_ca_topic_score_gemma":0.00005319369,"domain_scores_codex":[0.9983989,0.0001248538,0.0004034089,0.000324985,0.0004420273,0.0003058284],"domain_scores_gemma":[0.9982657,0.000559399,0.0001057783,0.0003582576,0.0005998283,0.0001110821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002024929,0.0004046746,0.982489,0.0001547519,0.0001582805,0.000112879,0.003897535,0.000009190586,0.01088936,0.00001592099,0.00003059576,0.001817501],"study_design_scores_gemma":[0.001601663,0.0003010975,0.9028511,0.0001402665,0.0002412203,0.000002487815,0.005484553,0.00007478927,0.08875508,0.000002228471,0.0004207242,0.0001247942],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997314,0.001264897,0.00002890038,0.0001476556,0.000258284,0.000644945,0.00005948737,0.00003447779,0.0002473925],"genre_scores_gemma":[0.9989879,0.00000686346,0.0003561855,0.0002670391,0.0000640388,0.00007966105,0.0001594906,0.00002474524,0.00005409948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07963797,"threshold_uncertainty_score":0.5841867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01462779885439342,"score_gpt":0.2647433768115705,"score_spread":0.2501155779571771,"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."}}