{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002733375,0.0006449838,0.003983488,0.0003256114,0.0009849757,0.000140672,0.0007047472,0.0001598414,0.0001657225],"category_scores_gemma":[0.00009464646,0.0004657041,0.001391695,0.0008634261,0.0002575231,0.0002701958,0.0004754495,0.000614417,0.0009629739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001512,"about_ca_system_score_gemma":0.0004553217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001214387,"about_ca_topic_score_gemma":0.0002099825,"domain_scores_codex":[0.9904485,0.001560786,0.005893109,0.0007394481,0.00044376,0.0009143836],"domain_scores_gemma":[0.993791,0.0006103841,0.003986327,0.001043443,0.00005564002,0.0005131585],"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":[0.000007540041,0.0003651064,3.858449e-7,0.645428,0.0003490555,6.171787e-7,0.0002439185,6.679108e-10,1.930853e-10,0.003783908,0.0570267,0.2927948],"study_design_scores_gemma":[0.0002326497,0.0006480169,0.000002804078,0.5935202,0.0002136235,0.0001471095,0.0007422057,1.890227e-7,3.258547e-9,0.0001163738,0.4041827,0.0001941366],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.93927e-7,0.952532,0.000007527856,0.0163694,0.002143535,0.01804734,0.009927481,0.0001543059,0.0008182478],"genre_scores_gemma":[0.000006786567,0.9766151,0.00003126176,0.0007087648,0.00004714206,0.003948322,0.003771949,0.0001363938,0.01473424],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.347156,"threshold_uncertainty_score":0.9998149,"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."}}