{"id":"W4409883856","doi":"10.2196/72824","title":"Longitudinal Remote Sleep and Cognitive Research in Older Adults With Mild Cognitive Impairment and Dementia: Prospective Feasibility Cohort Study","year":2025,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Sleep and related disorders","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Preprint; Cognition; Prospective cohort study; Longitudinal study; Cognitive impairment; Sleep (system call); Cohort study; Gerontology; Psychology; Cohort; Cognitive aging; Medicine; Psychiatry; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009075958,0.0007715321,0.0007353812,0.001092187,0.001852691,0.001146892,0.0007679156,0.001035701,0.001402725],"category_scores_gemma":[0.007682513,0.001086474,0.001380693,0.001081038,0.0005901851,0.001295334,0.001663773,0.001342611,0.001076204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000582186,"about_ca_system_score_gemma":0.001897174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009858152,"about_ca_topic_score_gemma":0.01942999,"domain_scores_codex":[0.9971082,0.001259651,0.0003666744,0.0004145395,0.0004646072,0.000386306],"domain_scores_gemma":[0.9954453,0.0005330985,0.001221648,0.0007887445,0.0009664378,0.001044787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004283789,0.002290424,0.9852706,0.0001441418,0.0003989358,0.0002564386,0.00133352,0.00005194273,0.0007329184,0.00007323235,0.0005870957,0.00457685],"study_design_scores_gemma":[0.001103583,0.006186587,0.9895238,0.00007498335,0.0002509051,0.0003133946,0.0009961601,0.0001914636,0.0001009885,0.00006214738,0.001167975,0.00002798535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995288,0.0003674882,0.0005249555,0.0001021403,0.00002165564,0.001940323,0.001132371,0.00001271863,0.0006103439],"genre_scores_gemma":[0.9908174,0.0003235019,0.002228462,0.0003386984,0.00005530275,0.003834147,0.001687714,0.000008892379,0.000705826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009858152,"threshold_uncertainty_score":0.04799879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02384850102150834,"score_gpt":0.3740716591351071,"score_spread":0.3502231581135988,"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."}}