{"id":"W4407896696","doi":"10.2196/70982","title":"Digital Wellness Programs in the Workplace: Meta-Review","year":2025,"lang":"en","type":"review","venue":"Journal of Medical Internet Research","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Preprint; Digital health; Meta-analysis; Internet privacy; MEDLINE; World Wide Web; Gerontology; Computer science; Psychology; Medicine; Health care; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01249644,0.001996201,0.01024668,0.01160215,0.0007209919,0.004267817,0.002586399,0.002130197,0.006322592],"category_scores_gemma":[0.04171981,0.00112475,0.01673728,0.0118265,0.0008037282,0.003042081,0.002016371,0.001580862,0.0004519784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004038904,"about_ca_system_score_gemma":0.009533812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005835699,"about_ca_topic_score_gemma":0.01478125,"domain_scores_codex":[0.9931983,0.002589886,0.002530216,0.0005116629,0.0009473625,0.000222599],"domain_scores_gemma":[0.9664052,0.0254219,0.005076941,0.0005945009,0.002099645,0.0004017986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003976439,0.00004575319,0.0007489336,0.9219522,0.04513648,0.00008413439,0.0001722285,0.000141954,0.000122607,0.0001446986,0.00057985,0.03047354],"study_design_scores_gemma":[0.0004338899,0.0004959695,0.004618277,0.5617074,0.419949,0.0002803516,0.0003588526,0.0001127272,0.0003421708,0.0003241221,0.01133195,0.00004536601],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001335194,0.9974451,0.0002003818,0.0001726255,0.00008252714,0.0002632726,0.0002309327,0.00001157904,0.000258394],"genre_scores_gemma":[0.02140735,0.9763485,0.0008387306,0.000337732,0.00008997819,0.000645751,0.0002208412,0.000008216468,0.0001028857],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01249644,"threshold_uncertainty_score":0.06608832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3097633404061231,"score_gpt":0.5843648040525687,"score_spread":0.2746014636464457,"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."}}