{"id":"W4319336922","doi":"10.1212/wnl.0000000000206902","title":"Assessing Corneal Confocal Microscopy and Other Small Fiber Measures in Diabetic Polyneuropathy","year":2023,"lang":"en","type":"article","venue":"Neurology","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Steno Diabetes Center Aarhus; Novo Nordisk Fonden; Novo Nordisk","keywords":"Confocal microscopy; Confocal; Polyneuropathy; Medicine; Nerve fiber layer; Microscopy; Ophthalmology; Materials science; Optics; Pathology; Optic nerve; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000157027,0.0001131381,0.0002403773,0.0001225961,0.00003137184,0.00002334147,0.00004600534,0.0001168731,0.00005555954],"category_scores_gemma":[0.00007283285,0.000103915,0.00003454469,0.000156929,0.00008607845,0.0000309337,0.00004407448,0.0002921655,0.0001971014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004196315,"about_ca_system_score_gemma":0.00004325485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001327859,"about_ca_topic_score_gemma":0.0001194827,"domain_scores_codex":[0.9990453,0.0001372337,0.000154428,0.0002708771,0.00008372344,0.0003085067],"domain_scores_gemma":[0.999579,0.0001236417,0.0000303156,0.0001717233,0.00001825948,0.00007710367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003238189,0.00005181203,0.8793684,0.00003327932,0.00001524731,0.001094839,0.0001586058,0.000006271973,0.1136468,0.00004589612,0.00006289937,0.00519213],"study_design_scores_gemma":[0.001413606,0.0006510252,0.9742103,0.00001914393,0.00003388774,0.00008181911,0.00001792659,0.0003898985,0.003667859,0.00003814679,0.01936875,0.0001076974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963501,0.0001919625,0.000009803072,0.001777392,0.0001707465,0.0001408317,0.000002329617,0.0000781747,0.001278665],"genre_scores_gemma":[0.9918475,0.00002500204,0.00003533145,0.007762079,0.00005568235,0.000006572988,0.000003044534,0.0000303496,0.000234401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1099789,"threshold_uncertainty_score":0.4237529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03323601330802337,"score_gpt":0.2910715756845338,"score_spread":0.2578355623765105,"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."}}