{"id":"W4297458988","doi":"10.2196/40500","title":"The Indirect Effects of a Mindfulness Mobile App on Productivity Through Changes in Sleep Among Retail Employees: Secondary Analysis","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Sleep and related disorders","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mindfulness; Presenteeism; Insomnia; Psychological intervention; Absenteeism; Coaching; Productivity; Sleep disorder; Intervention (counseling); Psychology; Medicine; Physical therapy; Clinical psychology; Psychiatry; Social psychology","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":[0.01059591,0.001368521,0.002584007,0.001711456,0.000972354,0.00128981,0.001445536,0.0009484126,0.007438255],"category_scores_gemma":[0.02565314,0.0007044607,0.01225863,0.001772568,0.0006905852,0.0008521253,0.00185183,0.00274124,0.0006534639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187753,"about_ca_system_score_gemma":0.002858505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006385591,"about_ca_topic_score_gemma":0.006071983,"domain_scores_codex":[0.9934512,0.003351257,0.0007007445,0.001051925,0.000856234,0.0005885399],"domain_scores_gemma":[0.9761494,0.01481939,0.004203447,0.002276526,0.001858416,0.0006928291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.135547,0.02229304,0.6175831,0.01519301,0.07211272,0.0004362485,0.00212041,0.005036121,0.002437709,0.001440608,0.009720027,0.1160801],"study_design_scores_gemma":[0.02184402,0.04881942,0.850734,0.001246516,0.05977595,0.0002482419,0.0008411766,0.008357408,0.002777681,0.001534539,0.003680607,0.0001404417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800843,0.001291104,0.00277905,0.0002436241,0.0001585534,0.004220971,0.00894524,0.0001368996,0.002140304],"genre_scores_gemma":[0.9787102,0.0004329809,0.00414625,0.000294004,0.0001086051,0.01148416,0.0030711,0.00004559748,0.00170706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01059591,"threshold_uncertainty_score":0.05603719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0209631668458616,"score_gpt":0.3284028555098585,"score_spread":0.3074396886639969,"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."}}