{"id":"W4380883946","doi":"10.1002/alz.067419","title":"Using smart supportive technology to explore nighttime rest in persons living with dementia","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Sleep and related disorders","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nordion (Canada); Carleton University; Bruyère; University of Ottawa","funders":"","keywords":"Actigraphy; Evening; Dementia; Medicine; Activities of daily living; Activity monitor; Morning; Physical therapy; Gerontology; Psychology; Circadian rhythm; Physical activity; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000470196,0.0004033277,0.0002549636,0.0007348642,0.0005510469,0.0007291707,0.0003220875,0.0004801491,0.003169663],"category_scores_gemma":[0.001820233,0.0001246184,0.000413676,0.0002754432,0.0001978938,0.0006408878,0.0008766151,0.000306399,0.0005810255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002262223,"about_ca_system_score_gemma":0.0002740753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001063174,"about_ca_topic_score_gemma":0.003501857,"domain_scores_codex":[0.9997528,0.0001316065,0.00001962721,0.00002592497,0.00002804553,0.00004194615],"domain_scores_gemma":[0.9993826,0.000249074,0.0001031941,0.00002481811,0.0000634439,0.0001767918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00157905,0.003213933,0.5629762,0.001849369,0.0002297774,0.001611778,0.04422639,0.0004969216,0.005666927,0.0002798419,0.01306546,0.3648044],"study_design_scores_gemma":[0.0004043798,0.01071134,0.8473418,0.001234426,0.0004382595,0.002784216,0.09298889,0.004177806,0.004197851,0.001531145,0.03396935,0.0002204983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992816,0.0007769433,0.0009343979,0.0003899168,0.00004634704,0.0001566842,0.0004878866,0.0001043971,0.004287414],"genre_scores_gemma":[0.9930489,0.00077762,0.004140993,0.0002952222,0.0000334555,0.0002785106,0.0002675046,0.000006394241,0.001151373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003169663,"threshold_uncertainty_score":0.01060355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05540304897006759,"score_gpt":0.3296254834184504,"score_spread":0.2742224344483828,"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."}}