{"id":"W4391793371","doi":"10.2196/52652","title":"Remote Evaluation of Sleep and Circadian Rhythms in Older Adults With Mild Cognitive Impairment and Dementia: Protocol for a Feasibility and Acceptability Mixed Methods Study","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Sleep and related disorders","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Actigraphy; Dementia; Cognitive decline; Medicine; Observational study; Population; Cognition; Psychology; Gerontology; Disease; Psychiatry; Insomnia","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":[0.0576101,0.004012917,0.004672821,0.002429766,0.005443208,0.002946719,0.004213078,0.00545529,0.04046208],"category_scores_gemma":[0.03521337,0.003273642,0.0053207,0.0021284,0.002464124,0.002539398,0.003218218,0.006119404,0.01007889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004577146,"about_ca_system_score_gemma":0.01834247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003371911,"about_ca_topic_score_gemma":0.006364237,"domain_scores_codex":[0.9763733,0.01417494,0.003508453,0.001673062,0.002547043,0.001723285],"domain_scores_gemma":[0.9790446,0.005593538,0.002448704,0.003527082,0.007477111,0.001908958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.2567691,0.1445999,0.01167053,0.07939504,0.002637622,0.003847828,0.0164059,0.01051993,0.01769632,0.0169153,0.09063349,0.348909],"study_design_scores_gemma":[0.3339299,0.1795751,0.05379459,0.02919911,0.001828009,0.001057195,0.007941768,0.00682074,0.008271449,0.01365488,0.362839,0.001088309],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001250602,0.00006260996,0.001539978,0.00006399412,0.00005135466,0.9964092,0.0002702365,0.00002330683,0.0003286393],"genre_scores_gemma":[0.0004557399,0.00004390625,0.002142221,0.00004254415,0.00001167783,0.9971403,0.00005155876,0.00000176145,0.0001103827],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0576101,"threshold_uncertainty_score":0.304675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2150830441211368,"score_gpt":0.593497122881191,"score_spread":0.3784140787600543,"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."}}