{"id":"W4409887790","doi":"10.2196/67820","title":"Application of a Sociotechnical Framework to Uncover Factors That Influence Effective User Engagement With Digital Mental Health Tools in Clinical Care Contexts: Scoping Review","year":2025,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto; Western University; Centre for Addiction and Mental Health","funders":"University of Toronto","keywords":"CINAHL; PsycINFO; Sociotechnical system; Digital health; Mental health; Health care; MEDLINE; Medicine; Psychology; Nursing; Knowledge management; Computer science; Psychological intervention; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.06920774,0.002543301,0.005020261,0.05154856,0.00368648,0.0129171,0.002717164,0.003736467,0.003398221],"category_scores_gemma":[0.1511091,0.001403668,0.00715024,0.03631111,0.005674297,0.01081108,0.006696951,0.002550035,0.0004838569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01521318,"about_ca_system_score_gemma":0.04785993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01164737,"about_ca_topic_score_gemma":0.02323799,"domain_scores_codex":[0.9572285,0.02178816,0.01093309,0.001871541,0.007287072,0.0008916782],"domain_scores_gemma":[0.7764589,0.1894385,0.01262409,0.003228703,0.01756116,0.0006885981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001134718,0.0001693304,0.005374766,0.5874773,0.002724633,0.0006473297,0.02818971,0.0007468443,0.000378452,0.01804104,0.002556387,0.3535808],"study_design_scores_gemma":[0.00004995148,0.000252112,0.007455406,0.9165468,0.005501226,0.0003898955,0.02489811,0.0006794655,0.0003772228,0.006316884,0.03744751,0.00008547334],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01855539,0.9257833,0.01588318,0.005745781,0.0006835886,0.01865586,0.0009434766,0.00004909202,0.01370031],"genre_scores_gemma":[0.1170102,0.8286343,0.02727909,0.001702631,0.0002151598,0.02356413,0.0007121008,0.0000311375,0.0008512958],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06920774,"threshold_uncertainty_score":0.3660099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1293936218978881,"score_gpt":0.5957157818000244,"score_spread":0.4663221599021363,"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."}}