{"id":"W4383422265","doi":"10.2196/47433","title":"The Safety of Digital Mental Health Interventions: Systematic Review and Recommendations","year":2023,"lang":"en","type":"review","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King's College London; Department of Health and Social Care; NIHR Nottingham Biomedical Research Centre; Economic and Social Research Council; Medical Research Council; National Institute for Health and Care Research","keywords":"PsycINFO; Psychological intervention; MEDLINE; Medicine; Mental health; Systematic review; Population; Patient safety; Occupational safety and health; Health care; Nursing; Environmental health; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05198487,0.002687374,0.01003133,0.01467325,0.001597815,0.005562801,0.005440204,0.005595109,0.00983357],"category_scores_gemma":[0.2013655,0.002203111,0.01296418,0.009881213,0.002063727,0.008590641,0.003277936,0.004560359,0.001211895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01047503,"about_ca_system_score_gemma":0.04819794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01785377,"about_ca_topic_score_gemma":0.04193349,"domain_scores_codex":[0.9605551,0.01606092,0.01441518,0.001788036,0.006285907,0.0008949297],"domain_scores_gemma":[0.8210906,0.1298159,0.02439553,0.002153098,0.02064334,0.001901589],"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":[0.0001893051,0.0000278448,0.0005077433,0.9052622,0.005265618,0.0001156903,0.0003887332,0.0001954311,0.00009203215,0.0006243443,0.006925053,0.08040594],"study_design_scores_gemma":[0.0001418209,0.00005727855,0.0005677284,0.963246,0.01605603,0.00007611374,0.0002957638,0.00009085971,0.00009642595,0.0008115664,0.01853454,0.00002599488],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005312783,0.9861113,0.0008506263,0.008079262,0.001261179,0.001674274,0.0006441041,0.0000405321,0.0008074004],"genre_scores_gemma":[0.007892538,0.9794922,0.004524599,0.004181205,0.0004008134,0.002790708,0.0003642073,0.00001543922,0.0003383604],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05198487,"threshold_uncertainty_score":0.2749255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1254821412055746,"score_gpt":0.5255932767768516,"score_spread":0.4001111355712771,"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."}}