{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001790512,0.00009918118,0.0005036608,0.0001081578,0.0001555174,0.000008093852,0.00009536151,0.00006468737,0.0006273212],"category_scores_gemma":[0.0003055582,0.00004532832,0.0001474417,0.00009132466,0.0004143137,0.00004035041,0.00001823012,0.0002000347,0.00005631423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001908365,"about_ca_system_score_gemma":0.00001061917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006491557,"about_ca_topic_score_gemma":6.948185e-7,"domain_scores_codex":[0.9985337,0.0002096283,0.0006685056,0.00008111363,0.0003755253,0.0001314797],"domain_scores_gemma":[0.9974257,0.002015277,0.0003847784,0.00008104142,0.00001084524,0.00008238837],"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":[0.9724194,0.00007771646,0.001471921,4.423954e-7,0.0005012885,0.00003562283,0.0004220537,0.00001333186,0.00007177223,0.001374617,0.01244967,0.01116212],"study_design_scores_gemma":[0.9847504,0.0004723931,0.01135444,0.00005262347,0.0002106548,0.00004358419,0.0008987623,0.00004170744,0.00000305402,0.0003363271,0.001778836,0.000057175],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871323,0.002865391,0.00007093873,0.004052328,0.002674178,0.0007429343,0.000004963513,0.00001141489,0.002445539],"genre_scores_gemma":[0.9967497,0.001049794,0.00001462982,0.0002063139,0.0008777217,0.00005009252,0.00001487293,0.000007569821,0.001029321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01233101,"threshold_uncertainty_score":0.6868727,"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."}}