{"id":"W4392890410","doi":"10.2196/55211","title":"Association of Rest-Activity Rhythm and Risk of Developing Dementia or Mild Cognitive Impairment in the Middle-Aged and Older Population: Prospective Cohort Study","year":2024,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Sleep and related disorders","field":"Psychology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; National Institute on Aging","keywords":"Dementia; Gerontology; Cognitive impairment; Cohort study; Cognition; Medicine; Cognitive decline; Prospective cohort study; Population; Cohort; Psychology; Psychiatry; Internal medicine; Disease; Environmental health","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":[0.001685669,0.0004381211,0.000639355,0.0009922462,0.0006869091,0.0008463991,0.000592355,0.0006430455,0.001243601],"category_scores_gemma":[0.002332886,0.0005130722,0.0009961592,0.001548728,0.0003249578,0.0005390921,0.0006733076,0.000993751,0.0003389079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002847092,"about_ca_system_score_gemma":0.0004130612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01443431,"about_ca_topic_score_gemma":0.01698126,"domain_scores_codex":[0.9991772,0.000200447,0.0001162167,0.0002692231,0.0001274311,0.0001094809],"domain_scores_gemma":[0.9981294,0.0001726759,0.0007406408,0.0003863319,0.0002665852,0.0003043886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002685233,0.00004602374,0.9982712,0.0000214961,0.0003209687,0.00005752326,0.00006349786,0.00002151302,0.0001869004,0.00001638523,0.00014588,0.0005800132],"study_design_scores_gemma":[0.00001062251,0.00009998278,0.9994724,0.00000889879,0.00008447464,0.00007332952,0.0000539992,0.00005008676,0.00001466845,0.00001146256,0.0001164896,0.000003593897],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995681,0.001081163,0.0003053817,0.00005542797,0.00002327432,0.00004822339,0.002331918,0.00001008225,0.0004634972],"genre_scores_gemma":[0.997157,0.0004819175,0.0003282348,0.00006520133,0.00002720828,0.00006131043,0.001575237,0.000005251383,0.0002986458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01443431,"threshold_uncertainty_score":0.02870059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03096539792600794,"score_gpt":0.3345315099448626,"score_spread":0.3035661120188547,"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."}}