{"id":"W3167283109","doi":"10.2196/24666","title":"Contactless Sleep Monitoring for Early Detection of Health Deteriorations in Community-Dwelling Older Adults: Exploratory Study","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Sleep and related disorders","field":"Psychology","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sleep (system call); Gerontology; Medicine; Health care; Sleep apnea; Wearable computer; Obstructive sleep apnea","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":[0.002443571,0.0006243581,0.000577262,0.0007799679,0.0005344501,0.0005085388,0.0005051399,0.0006565177,0.001035707],"category_scores_gemma":[0.00428294,0.000348335,0.001239716,0.0004841249,0.000366907,0.0005573117,0.0006174766,0.0004339497,0.0002869531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003576495,"about_ca_system_score_gemma":0.0007368758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005125195,"about_ca_topic_score_gemma":0.005899176,"domain_scores_codex":[0.9990345,0.0005078685,0.00008470951,0.0001637113,0.0001021827,0.0001070134],"domain_scores_gemma":[0.9972704,0.001131541,0.0005476518,0.0002386495,0.0005038776,0.0003078266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002438554,0.005246526,0.9757068,0.0002602373,0.0004573771,0.0003814789,0.002092687,0.0001482215,0.001225934,0.00003593232,0.0001600749,0.01184618],"study_design_scores_gemma":[0.0002473943,0.01534987,0.977758,0.00006315884,0.0005279119,0.0003859591,0.003005642,0.001722745,0.0004099331,0.00005665194,0.0004450436,0.00002763685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993181,0.0001251234,0.0002137299,0.000007333641,0.000001812932,0.0001622384,0.00007688996,0.000002498891,0.00009221675],"genre_scores_gemma":[0.9987594,0.0001194608,0.0005904099,0.00003523445,0.000008662797,0.0002205583,0.0001542848,0.000001364135,0.0001106426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005125195,"threshold_uncertainty_score":0.01292294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06332445713988162,"score_gpt":0.3922396502484267,"score_spread":0.3289151931085451,"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."}}