{"id":"W3028671524","doi":"10.1093/sleep/zsaa056.1203","title":"1209 Effect Of Wearables On Sleep In Healthy Individuals: A Randomized Cross-over Trial And Validation Study","year":2020,"lang":"en","type":"article","venue":"SLEEP","topic":"Sleep and related disorders","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network","funders":"","keywords":"Polysomnography; Sleep (system call); Actigraphy; Medicine; Confidence interval; Physical therapy; Sleep onset; Sleep disorder; Sleep Stages; Sleep onset latency; Randomized controlled trial; Psychology; Audiology; Insomnia; Psychiatry; Internal medicine; Electroencephalography; Computer science","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":[0.007210935,0.002047157,0.003728258,0.0005004594,0.0008377227,0.001115878,0.000865602,0.002243215,0.004935523],"category_scores_gemma":[0.006839238,0.001039516,0.0024219,0.0007268036,0.001578453,0.001148313,0.0006383908,0.001603218,0.001039129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006577254,"about_ca_system_score_gemma":0.001525215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009795178,"about_ca_topic_score_gemma":0.00135402,"domain_scores_codex":[0.9944253,0.003498829,0.0004809964,0.0007737307,0.0004694794,0.0003516703],"domain_scores_gemma":[0.995204,0.001387835,0.001091522,0.0007769797,0.0008272267,0.0007125463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9462975,0.03198838,0.004055149,0.0006831008,0.002152507,0.00003242583,0.00008063168,0.0001712842,0.001893096,0.00005785162,0.0004046171,0.01218346],"study_design_scores_gemma":[0.579734,0.4049566,0.01217631,0.00008214213,0.001591011,0.00002269859,0.00004418757,0.0002851271,0.0004542059,0.00008424112,0.0005452948,0.00002416181],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979738,0.002457199,0.001475166,0.0002098684,0.0005675446,0.01381799,0.0006375473,0.00007296419,0.001023811],"genre_scores_gemma":[0.9722449,0.001325824,0.004131378,0.0006605897,0.0006843712,0.01895065,0.0006788375,0.00001892939,0.001304429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007210935,"threshold_uncertainty_score":0.03813553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01955427656627236,"score_gpt":0.346776192959572,"score_spread":0.3272219163932996,"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."}}