{"id":"W4385923732","doi":"10.1097/jom.0000000000002941","title":"The Tech4Rest Randomized Controlled Trial","year":2023,"lang":"en","type":"article","venue":"Journal of Occupational and Environmental Medicine","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Intertek (Canada)","funders":"National Institute for Occupational Safety and Health; National Heart, Lung, and Blood Institute; Centers for Disease Control and Prevention; U.S. Department of Health and Human Services","keywords":"Randomized controlled trial; Intervention (counseling); Psychological intervention; Physical therapy; Medicine; Sample size determination; Sleep (system call); Psychology; Nursing; 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":[0.003820986,0.001966949,0.003902921,0.0008496463,0.0007349793,0.001328656,0.001075288,0.00239725,0.02557983],"category_scores_gemma":[0.007355008,0.0006773985,0.003126297,0.0007496311,0.001102707,0.00126551,0.0008258247,0.002135196,0.001591131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008901152,"about_ca_system_score_gemma":0.00229675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002186262,"about_ca_topic_score_gemma":0.005238086,"domain_scores_codex":[0.9950001,0.003576226,0.0004597341,0.0004221511,0.0003054906,0.0002362441],"domain_scores_gemma":[0.9982857,0.0007442544,0.000421484,0.0001667906,0.0001787055,0.0002029646],"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":[0.9360104,0.002514032,0.0005482829,0.01370959,0.004070377,0.00006400151,0.0000529522,0.0003182687,0.0005600503,0.0008058604,0.004811849,0.03653426],"study_design_scores_gemma":[0.9793015,0.01418091,0.0007128582,0.0005989284,0.001514418,0.00002904202,0.00002557614,0.0001769974,0.0001116016,0.0002591503,0.003074046,0.00001513508],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6771491,0.1096364,0.01112748,0.008814833,0.01636367,0.117356,0.01739811,0.002032376,0.04012211],"genre_scores_gemma":[0.723107,0.02418068,0.02824175,0.009922847,0.004203277,0.1704164,0.004527652,0.000150685,0.0352497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02557983,"threshold_uncertainty_score":0.08557308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02415646995162956,"score_gpt":0.3217399235497436,"score_spread":0.297583453598114,"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."}}