{"id":"W4297461929","doi":"10.2196/38903","title":"Testing the Pragmatic Effectiveness of a Consumer-Based Mindfulness Mobile App in the Workplace: Randomized Controlled Trial","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mindfulness and Compassion Interventions","field":"Psychology","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Randomized controlled trial; Presenteeism; Psychological intervention; Mental health; Mindfulness; mHealth; Absenteeism; Medicine; Coaching; Anxiety; Intervention (counseling); Physical therapy; Psychology; Clinical psychology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01443693,0.0001989472,0.001277981,0.0001955753,0.0007101561,0.00002836262,0.0003554974,0.00006725883,0.001095363],"category_scores_gemma":[0.0004210423,0.0001069812,0.0002675519,0.0006581014,0.0002247361,0.00002392498,0.00005666834,0.0006184907,0.00000486077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006300209,"about_ca_system_score_gemma":0.00041891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004836172,"about_ca_topic_score_gemma":0.00002617387,"domain_scores_codex":[0.9839872,0.01368719,0.001175527,0.0003261592,0.0003860734,0.0004378245],"domain_scores_gemma":[0.9818773,0.01670014,0.0008142662,0.0004446057,0.00006432772,0.00009938584],"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":[0.9604463,0.00169164,0.0002911599,0.0009016175,0.00007360561,0.000007854321,0.001834999,0.0001722117,9.225793e-7,0.02282832,0.001326819,0.01042453],"study_design_scores_gemma":[0.9847629,0.00117699,0.002244617,0.0001888939,0.000182935,0.00002441924,0.005106895,0.001738892,0.000005161082,0.003694714,0.0007349486,0.0001386338],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783817,0.001507891,0.002110462,0.0008048548,0.001018222,0.01478167,0.00003861986,0.00002936964,0.001327205],"genre_scores_gemma":[0.8447763,6.643288e-7,0.00001210101,0.0003144215,0.00005148114,0.1547368,0.00001061645,0.00001365932,0.00008398313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1399551,"threshold_uncertainty_score":0.9998178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04185048474447302,"score_gpt":0.3861353902535736,"score_spread":0.3442849055091006,"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."}}