{"id":"W4200093956","doi":"10.2196/34409","title":"Viability of an Early Sleep Intervention to Mitigate Poor Sleep and Improve Well-being in the COVID-19 Pandemic: Protocol for a Feasibility Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Sleep and related disorders","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Randomized controlled trial; Coronavirus disease 2019 (COVID-19); Sleep (system call); Protocol (science); Intervention (counseling); 2019-20 coronavirus outbreak; Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychology; Alternative medicine; Psychiatry; Computer science; Virology; Disease; Outbreak","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":[0.04153784,0.006221395,0.008715515,0.00273792,0.004432557,0.004700636,0.003994148,0.008760001,0.05217763],"category_scores_gemma":[0.03918515,0.003389766,0.005359129,0.00327489,0.004646177,0.00455014,0.002690341,0.009026944,0.01087642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00501115,"about_ca_system_score_gemma":0.01609007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002563991,"about_ca_topic_score_gemma":0.004607077,"domain_scores_codex":[0.9753416,0.01585546,0.002388896,0.001525245,0.002587002,0.00230177],"domain_scores_gemma":[0.9826875,0.005980841,0.003104157,0.00222051,0.003771994,0.002235049],"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":[0.9151239,0.02337397,0.0008923888,0.01270681,0.001802398,0.0003337044,0.0005792175,0.001975897,0.00227696,0.004471241,0.01395721,0.0225063],"study_design_scores_gemma":[0.9474811,0.02995998,0.001469182,0.001373654,0.0005929617,0.00004822696,0.0001397476,0.001587935,0.0006388955,0.002514662,0.01410671,0.00008686558],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001172923,0.00008449973,0.0006168944,0.0001465816,0.0001896196,0.9970662,0.0003764352,0.00004612236,0.0003007879],"genre_scores_gemma":[0.001140554,0.00004154448,0.00110855,0.00009872372,0.00002859982,0.9973764,0.00004948306,0.000002668921,0.0001534131],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05217763,"threshold_uncertainty_score":0.2196757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1406232103864611,"score_gpt":0.5415617330985106,"score_spread":0.4009385227120495,"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."}}