{"id":"W4380884132","doi":"10.1002/alz.068007","title":"Neuroimaging biomarkers of the Amyloid, Tau, Neurodegeneration and Vascular framework in association with sleep duration changes over time","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; McGill University","funders":"","keywords":"Neuroimaging; Precuneus; Hyperintensity; Medicine; Dementia; Internal medicine; Psychology; Magnetic resonance imaging; Cardiology; Audiology; Neuroscience; Disease; Functional magnetic resonance imaging; Radiology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004464098,0.0002489086,0.0002294693,0.0007499909,0.000232689,0.0005414702,0.000215216,0.0003012811,0.001373071],"category_scores_gemma":[0.001329614,0.0001492945,0.000319854,0.000653325,0.0001954183,0.000272866,0.0003132755,0.000254184,0.0001352084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001877401,"about_ca_system_score_gemma":0.0001527836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004616014,"about_ca_topic_score_gemma":0.008019247,"domain_scores_codex":[0.9997967,0.00005213169,0.00003279524,0.00005849128,0.00002896901,0.0000310241],"domain_scores_gemma":[0.9984559,0.0001910336,0.0009582903,0.00007650506,0.0001570769,0.0001611964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002153361,0.0000203137,0.9972243,0.00001882559,0.000131075,0.0000495343,0.00005148684,0.00003748267,0.0006379054,0.00001053483,0.00004001296,0.00156315],"study_design_scores_gemma":[0.000001893875,0.00004953504,0.9996148,0.000003228097,0.00001740944,0.00008956985,0.00004126628,0.00006962979,0.00005920939,0.00001386347,0.00003832585,0.0000011421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986733,0.0006401128,0.00009987007,0.0000236353,0.000004639938,0.000004575676,0.0003449175,0.000002850079,0.0002061273],"genre_scores_gemma":[0.9991449,0.0001636521,0.0001120861,0.0000117386,0.000009408658,0.000006874736,0.0003364114,0.000001199507,0.0002138403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004616014,"threshold_uncertainty_score":0.009178281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01120078122378551,"score_gpt":0.2474646356992441,"score_spread":0.2362638544754586,"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."}}