{"id":"W3028110530","doi":"10.1016/s1474-4422(20)30139-3","title":"Understanding multifactorial brain changes in type 2 diabetes: a biomarker perspective","year":2020,"lang":"en","type":"review","venue":"The Lancet Neurology","topic":"Neurological Disease Mechanisms and Treatments","field":"Neuroscience","cited_by":181,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Horizon 2020; Horizon 2020 Framework Programme; ZonMw; European Commission; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Roche; Weston Brain Institute; Fundació la Marató de TV3","keywords":"Dementia; Diabetes mellitus; Medicine; Disease; Type 2 diabetes; Cognition; Cognitive decline; Biomarker; Bioinformatics; Vascular dementia; Alzheimer's disease; Intensive care medicine; Neuroscience; Psychiatry; Psychology; Internal medicine; Endocrinology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001755203,0.0004822997,0.001587367,0.0001505529,0.0001290574,0.00005536267,0.0007431015,0.0002906274,0.00009989894],"category_scores_gemma":[0.001412617,0.0002879482,0.0002133127,0.0007352931,0.0001974322,0.0000395442,0.0003273813,0.0008727447,0.0002146997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001253049,"about_ca_system_score_gemma":0.000082769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009127831,"about_ca_topic_score_gemma":0.00003356045,"domain_scores_codex":[0.9960233,0.001772381,0.0002791041,0.001012503,0.0002135445,0.0006991454],"domain_scores_gemma":[0.9969699,0.002200674,0.0002313829,0.0004693454,0.00001219559,0.0001164945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004866088,0.001870231,0.0002333589,0.007315571,0.0008550949,0.01910983,0.001793055,0.0000127275,0.003380447,0.2058668,0.01486179,0.739835],"study_design_scores_gemma":[0.0008410024,0.0008026209,0.00002797466,0.0001855238,0.000187228,0.00003631757,0.000007998588,0.00008606868,0.00002012933,0.008959458,0.9885182,0.0003274404],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004858139,0.9698579,0.00001305845,0.02183368,0.003853198,0.002212013,0.0002849814,0.0002891828,0.001170147],"genre_scores_gemma":[0.006721213,0.9825601,0.000003055505,0.009453291,0.001019805,0.0001374484,0.00001038222,0.00006961078,0.0000251119],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9736565,"threshold_uncertainty_score":0.9999573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.378189478684624,"score_gpt":0.3823874144497137,"score_spread":0.004197935765089644,"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."}}