{"id":"W2806995405","doi":"10.1007/s00125-018-4653-8","title":"Corneal confocal microscopy for identification of diabetic sensorimotor polyneuropathy: a pooled multinational consortium study","year":2018,"lang":"en","type":"article","venue":"Diabetologia","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":154,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University Health Network; University of Toronto; Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital; University of Calgary","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Health and Medical Research Council; Sanofi Genzyme; National Institute of Neurological Disorders and Stroke; European Association for the Study of Diabetes; Novo Nordisk; University of Toronto; Insulet Corporation; Sanofi; PTC Therapeutics; Canadian Society of Endocrinology and Metabolism; Canadian Diabetes Association; Biogen; Eli Lilly and Company; Bristol-Myers Squibb; Pfizer; Canadian Institutes of Health Research; American Diabetes Association; Diabetes Canada; National Institutes of Health; U.S. Department of Health and Human Services","keywords":"Medicine; Type 2 diabetes; Cohort; Diabetes mellitus; Type 1 diabetes; Polyneuropathy; Internal medicine; Ophthalmology; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003506934,0.0001576222,0.0004115799,0.0001061931,0.00008720232,0.00001796429,0.000108812,0.0000992808,0.00005864869],"category_scores_gemma":[0.0005817848,0.0001438757,0.0001122268,0.0001497623,0.0002251245,0.00005351023,0.00003301563,0.0001036883,0.00006528398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003368649,"about_ca_system_score_gemma":0.0001181574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001510461,"about_ca_topic_score_gemma":0.000005685275,"domain_scores_codex":[0.9985645,0.00009109072,0.0005075795,0.0003394943,0.000222438,0.0002748491],"domain_scores_gemma":[0.9985186,0.0001979534,0.0002381969,0.0003481776,0.0006115781,0.00008552283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002784873,0.0006394975,0.5566301,0.00005338863,0.0001178047,0.000008205821,0.0002561985,4.910183e-7,0.4410258,0.0002098473,0.00008967155,0.0006904993],"study_design_scores_gemma":[0.00263553,0.001569993,0.6525725,0.00001917055,0.0002539646,0.00000261239,0.0003131514,0.001117641,0.3411757,0.0000338272,0.0001856315,0.0001202454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965403,0.00006158773,0.001064734,0.0001862867,0.0003959828,0.001477205,0.00008886593,0.00006203846,0.0001230029],"genre_scores_gemma":[0.9985449,0.000001905555,0.0005565052,0.0002735833,0.0001358369,0.00008168077,0.00007988597,0.00002397075,0.0003016939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09985004,"threshold_uncertainty_score":0.5867079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01672704781416722,"score_gpt":0.3048278957582987,"score_spread":0.2881008479441314,"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."}}