{"id":"W4405327528","doi":"10.2196/67785","title":"Effectiveness of Digital Mental Health Interventions in the Workplace: Umbrella Review of Systematic Reviews","year":2024,"lang":"en","type":"review","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Psychological intervention; Mental health; Systematic review; Psychology; Medicine; MEDLINE; Computer science; Political science; Psychiatry; World Wide Web","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":[0.09885922,0.004509491,0.02141131,0.04860172,0.003219263,0.009816039,0.004776233,0.005535831,0.005975405],"category_scores_gemma":[0.3014454,0.00356788,0.02078057,0.03398792,0.004320555,0.01030414,0.007220653,0.003376497,0.001009964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0157357,"about_ca_system_score_gemma":0.02611691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006288689,"about_ca_topic_score_gemma":0.01585525,"domain_scores_codex":[0.7940565,0.09638818,0.07176985,0.01036547,0.025581,0.001838955],"domain_scores_gemma":[0.7491987,0.1870132,0.04095793,0.007534712,0.01424056,0.001054969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0002156694,0.00002422695,0.0006027911,0.9464418,0.01688024,0.00007242011,0.0004256518,0.0001915213,0.0001689005,0.0009370701,0.001425879,0.03261378],"study_design_scores_gemma":[0.0002758139,0.0001723257,0.0012959,0.9282547,0.05626349,0.0001567922,0.0003276182,0.0002283357,0.0002226225,0.001368969,0.01138648,0.00004688351],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007265458,0.9912189,0.001701102,0.0008703422,0.0005695975,0.003615471,0.0006050467,0.00003333911,0.0006596606],"genre_scores_gemma":[0.02635428,0.9211054,0.01892989,0.002956736,0.0005500609,0.028884,0.0008126845,0.00004175599,0.0003651139],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09885922,"threshold_uncertainty_score":0.5228238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1662725074182436,"score_gpt":0.5421785387149146,"score_spread":0.375906031296671,"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."}}