{"id":"W4389475043","doi":"10.3233/adr-230086","title":"Longitudinal Associations Between Mild Behavioral Impairment, Sleep Disturbance, and Progression to Dementia","year":2023,"lang":"en","type":"article","venue":"Journal of Alzheimer s Disease Reports","topic":"Sleep and related disorders","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"National Institute on Aging; National Institutes of Health; National Institute for Health and Care Research; Canadian Institutes of Health Research; Alberta Innovates; Department of Health and Social Care","keywords":"Dementia; Hazard ratio; Cognition; Medicine; Cognitive impairment; Proportional hazards model; Longitudinal study; Sleep disorder; Psychology; Psychiatry; Internal medicine; Confidence interval; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002514094,0.0002365171,0.0002898788,0.0008646762,0.0004534421,0.000562811,0.0003906828,0.000285513,0.001213589],"category_scores_gemma":[0.006343167,0.0002179601,0.0005474005,0.0008242503,0.0002231573,0.0004442522,0.0005243531,0.0009671545,0.0001563481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004387839,"about_ca_system_score_gemma":0.000845328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01249797,"about_ca_topic_score_gemma":0.01630232,"domain_scores_codex":[0.9994639,0.0001914681,0.00007001658,0.0001021098,0.00009420043,0.00007829259],"domain_scores_gemma":[0.9954918,0.0007233745,0.002179572,0.0002978901,0.0007432045,0.0005642205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005816002,0.0000215314,0.9988186,0.000009593105,0.00006287308,0.000008554201,0.00002166562,0.00003230903,0.00002729076,0.000009005419,0.0000631229,0.0008672362],"study_design_scores_gemma":[0.000003942984,0.00007820883,0.9994759,0.000008297168,0.00003711256,0.00005982188,0.00002713049,0.000159578,0.00002263867,0.00003068661,0.00009484475,0.000001811345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960598,0.001443543,0.0003708279,0.0002006573,0.00001778735,0.00002564189,0.001307001,0.00001497628,0.0005597991],"genre_scores_gemma":[0.997817,0.0004376039,0.0003101216,0.00005508072,0.00001987747,0.00002116366,0.001150845,0.000001941683,0.0001863606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01249797,"threshold_uncertainty_score":0.02485043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.044482446919146,"score_gpt":0.3698711545056856,"score_spread":0.3253887075865396,"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."}}