{"id":"W3197875035","doi":"10.1093/brain/awab330","title":"Progression and regression of nerve fibre pathology and dysfunction early in diabetes over 5 years","year":2021,"lang":"en","type":"article","venue":"Brain","topic":"Pain Mechanisms and Treatments","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Deutsches Zentrum für Diabetesforschung; California Department of Fish and Game; Schmutzler Stiftung; Eurostars; Bundesministerium für Bildung und Forschung; Bundesministerium für Gesundheit; European Regional Development Fund; Deutsche Forschungsgemeinschaft","keywords":"Medicine; Type 2 diabetes; Diabetes mellitus; Polyneuropathy; Type 1 diabetes; Nerve conduction; Internal medicine; Diabetic neuropathy; Nerve fibre; Cohort; Nerve conduction velocity; Peripheral neuropathy; Pathology; Gastroenterology; Endocrinology; Anatomy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008614237,0.0002647894,0.0003186253,0.00108376,0.0003698979,0.0007797531,0.0003930941,0.0006513424,0.001127614],"category_scores_gemma":[0.002074794,0.0001311453,0.0003392919,0.0006832262,0.0001970358,0.0007228616,0.0005012476,0.0005611149,0.0002123189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005159948,"about_ca_system_score_gemma":0.0003595813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008613589,"about_ca_topic_score_gemma":0.006509343,"domain_scores_codex":[0.9996407,0.00005581317,0.0000251426,0.00009638823,0.00008111294,0.00010074],"domain_scores_gemma":[0.9986396,0.0001230582,0.0006058308,0.00005859629,0.0002697702,0.0003030552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001440273,0.0001491047,0.976289,0.00005985706,0.00008055016,0.0006117103,0.0003696708,0.0002190255,0.003116129,0.00009884689,0.0002008372,0.01736508],"study_design_scores_gemma":[0.000004447603,0.0002577892,0.9986101,0.00001449552,0.00001746213,0.0003336394,0.000154177,0.0001030426,0.0001751387,0.00003627022,0.0002887502,0.000004615073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968021,0.001507046,0.00022512,0.00004156588,0.00001020451,0.00001684122,0.0004421474,0.00001438362,0.0009406934],"genre_scores_gemma":[0.9983208,0.0003525182,0.0001628925,0.00002400081,0.000009337084,0.000006335852,0.0005552002,0.000001533302,0.0005673837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008613589,"threshold_uncertainty_score":0.01712692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00904680036510619,"score_gpt":0.2714896552776412,"score_spread":0.262442854912535,"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."}}