{"id":"W2953095406","doi":"10.4108/eai.20-5-2019.2282879","title":"You Are How You Sleep: Personalized Sleep Monitoring Based on Wrist Temperature and Accelerometer Data","year":2019,"lang":"en","type":"article","venue":"","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Institute for Aging; University of Waterloo","funders":"","keywords":"Accelerometer; Sleep (system call); Wrist; Computer science; Physical medicine and rehabilitation; Medicine; Operating system","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":[0.0002096913,0.0005410557,0.0004776519,0.0004605385,0.0001424171,0.0004158972,0.0003462539,0.000378611,0.001045752],"category_scores_gemma":[0.0008504757,0.0001770086,0.0002564572,0.0005120714,0.00007196155,0.0003607074,0.0003132077,0.000317251,0.00061907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001073298,"about_ca_system_score_gemma":0.0001664187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001680892,"about_ca_topic_score_gemma":0.005562609,"domain_scores_codex":[0.9997918,0.00003659732,0.00001440229,0.00007061183,0.00006240173,0.00002415673],"domain_scores_gemma":[0.9998085,0.00004505612,0.00003469195,0.0000309212,0.00005733952,0.00002354201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003616147,0.0009964076,0.0747292,0.0008326789,0.0005589252,0.0007000827,0.0003984423,0.01698165,0.08099528,0.0007252912,0.01988325,0.7995827],"study_design_scores_gemma":[0.0003796446,0.001926992,0.3636435,0.0002722474,0.0008667977,0.003014691,0.0004786478,0.5512553,0.05238234,0.002516655,0.02302792,0.0002352288],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7209412,0.009570918,0.244502,0.001283009,0.001018258,0.0004165194,0.005006411,0.00576175,0.01149997],"genre_scores_gemma":[0.9501044,0.002047274,0.04254638,0.000267667,0.0002785346,0.000130309,0.001535022,0.00007623315,0.003014256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001680892,"threshold_uncertainty_score":0.003498435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02482929256057554,"score_gpt":0.2306113341561939,"score_spread":0.2057820415956184,"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."}}