{"id":"W4206450781","doi":"10.2196/28353","title":"The Effect of Noise-Masking Earbuds (SleepBuds) on Reported Sleep Quality and Tension in Health Care Shift Workers: Prospective Single-Subject Design Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse","keywords":"Alertness; Medicine; Shift work; Physical therapy; Sleep (system call); Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008647414,0.000263008,0.0005935326,0.0003662872,0.00064977,0.0001004498,0.0002478937,0.0002110544,0.00002888608],"category_scores_gemma":[0.001010261,0.0001844782,0.0000949769,0.001811745,0.0003239956,0.0001631215,0.0002172313,0.001543758,0.0000275032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004773771,"about_ca_system_score_gemma":0.0001499535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006407626,"about_ca_topic_score_gemma":0.0003754735,"domain_scores_codex":[0.9868688,0.009621977,0.0009768937,0.0006379012,0.001046161,0.000848271],"domain_scores_gemma":[0.9931816,0.005024428,0.0003721426,0.0007954701,0.0004784358,0.0001479044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007635503,0.002362527,0.5664739,0.0002077649,0.000933152,0.000315371,0.2913566,0.0002389252,0.0001963979,0.0007705104,0.0004352568,0.1290741],"study_design_scores_gemma":[0.005118302,0.01162663,0.9044349,0.001156386,0.00002243449,0.000009279795,0.0743397,0.00009025518,0.0027333,0.0001718473,0.00002154775,0.0002753749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989484,0.001586639,0.0003239725,0.0004998379,0.0002261329,0.003705946,0.000007099512,0.00004984855,0.004116495],"genre_scores_gemma":[0.9992332,0.00001864451,0.0000465796,0.0000268189,0.00003884703,0.0005596777,0.00001186122,0.00003450669,0.00002988919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.337961,"threshold_uncertainty_score":0.7522804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1033211115153078,"score_gpt":0.4602543807424015,"score_spread":0.3569332692270937,"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."}}