{"id":"W3186379991","doi":"10.5664/jcsm.9562","title":"Insomnia symptom subtypes and manifestations of prodromal neurodegeneration: a population-based study in the Canadian Longitudinal Study on Aging","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Sleep Medicine","topic":"Sleep and related disorders","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Institut Universitaire de Gériatrie de Montréal; University of Ottawa; McGill University; Concordia University; Hôpital du Sacré-Cœur de Montréal; McGill University Health Centre","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Insomnia; Neurodegeneration; Longitudinal study; Population; Psychiatry; Clinical psychology; Pediatrics; Disease; Internal medicine; Pathology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002266437,0.0001108313,0.0004077473,0.0002564011,0.0001123565,0.00001547413,0.0001496616,0.00008651751,0.0001560261],"category_scores_gemma":[0.001167128,0.00006827146,0.00006385902,0.0004065881,0.00006924375,0.00004604961,0.000008886097,0.0006187792,0.000002367625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002520058,"about_ca_system_score_gemma":0.0001890222,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01011706,"about_ca_topic_score_gemma":0.1498503,"domain_scores_codex":[0.9969212,0.001012171,0.001277065,0.0002055569,0.0004346498,0.0001493557],"domain_scores_gemma":[0.9977466,0.001212861,0.0004424531,0.0002324486,0.0002268971,0.0001387342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001358626,0.002297584,0.9893882,0.00000390127,0.0002340934,0.001427928,0.003265691,0.000306921,0.000001275202,0.00016895,0.0001519455,0.002617606],"study_design_scores_gemma":[0.006049723,0.003097637,0.9824682,0.00005843173,0.0003496068,0.00008825181,0.007622349,0.00008353825,4.077966e-7,0.00007543112,0.00004684656,0.00005950437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899314,0.0003202823,0.00001930748,0.007858822,0.000911971,0.0003683961,0.000001399756,0.00000317044,0.0005852749],"genre_scores_gemma":[0.99882,0.000009129983,0.00002744792,0.0007616693,0.0003390472,0.000005931537,0.00000507398,0.000009370247,0.00002229631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1397333,"threshold_uncertainty_score":0.9964747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1063697382229837,"score_gpt":0.4384867660127753,"score_spread":0.3321170277897915,"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."}}