{"id":"W4293047600","doi":"10.2196/31744","title":"Health Care Workers’ Need for Headspace: Findings From a Multisite Definitive Randomized Controlled Trial of an Unguided Digital Mindfulness-Based Self-help App to Reduce Healthcare Worker Stress","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mindfulness and Compassion Interventions","field":"Psychology","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mindfulness; Psychological intervention; Randomized controlled trial; Burnout; Anxiety; Perceived Stress Scale; Health care; Worry; Mental health; Guided imagery; Digital health; Medicine; eHealth; Scale (ratio); General Health Questionnaire; Clinical psychology; mHealth; Psychology; Psychiatry; Stress (linguistics)","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":[0.006076891,0.001296887,0.002387249,0.0005002646,0.0008717132,0.001507116,0.00112161,0.003004424,0.009912935],"category_scores_gemma":[0.01261227,0.0007915809,0.002392997,0.0004062113,0.001597039,0.001829929,0.001111921,0.002302751,0.0007994949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001006376,"about_ca_system_score_gemma":0.001834868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001836612,"about_ca_topic_score_gemma":0.003545868,"domain_scores_codex":[0.9957616,0.002429958,0.0005635339,0.0005831555,0.0003409821,0.0003208406],"domain_scores_gemma":[0.994639,0.002717877,0.001030968,0.0004307599,0.0004389942,0.0007424559],"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":[0.9280998,0.03065034,0.0008900104,0.00353806,0.001867945,0.00004839939,0.0004397595,0.0001715438,0.001327506,0.0001407814,0.0009984969,0.03182728],"study_design_scores_gemma":[0.8926077,0.101491,0.002867756,0.0003381647,0.001064522,0.0000175662,0.0001365953,0.0002206984,0.0003121803,0.0001488473,0.0007702912,0.00002450568],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9481816,0.003661737,0.001543698,0.001124518,0.001237951,0.04014971,0.001313996,0.0002282929,0.002558612],"genre_scores_gemma":[0.9364543,0.001796107,0.006791377,0.001511548,0.0005898937,0.04953472,0.000626722,0.00003132669,0.002664076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009912935,"threshold_uncertainty_score":0.03316206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03742726325069669,"score_gpt":0.3920371398727465,"score_spread":0.3546098766220498,"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."}}