{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01017068,0.0007399716,0.0008010456,0.001281383,0.0007412494,0.001359834,0.0008715098,0.0009441279,0.001005261],"category_scores_gemma":[0.01487411,0.0005608436,0.001898648,0.001655257,0.0005324848,0.0006553043,0.001302754,0.000590854,0.0001790659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005468047,"about_ca_system_score_gemma":0.0005678074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01459999,"about_ca_topic_score_gemma":0.01239282,"domain_scores_codex":[0.9932479,0.003552604,0.000540286,0.001684756,0.0006515931,0.0003229252],"domain_scores_gemma":[0.9911136,0.001669828,0.002286875,0.003514498,0.001039112,0.0003760531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004288589,0.00001888436,0.9966198,0.00002136293,0.001070168,0.00005463645,0.00007880813,0.00006949191,0.0002347353,0.00002177281,0.0001217622,0.001259728],"study_design_scores_gemma":[0.00003828569,0.00008079859,0.9980628,0.00001562598,0.0008309225,0.0001678001,0.00009875973,0.0003998516,0.00008614281,0.00003263012,0.0001768763,0.000009405408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968941,0.0009257113,0.0009873266,0.0000541684,0.00001593206,0.00004685859,0.0006961586,0.0000157388,0.0003640525],"genre_scores_gemma":[0.9987664,0.0001523676,0.0003803598,0.0000452516,0.00001510995,0.00004083049,0.0005144732,0.000008035907,0.00007715674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01459999,"threshold_uncertainty_score":0.05378836,"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."}}