{"id":"W4387077107","doi":"10.2196/46877","title":"Efficacy, Safety, and Evaluation Criteria of mHealth Interventions for Depression: Systematic Review","year":2023,"lang":"en","type":"review","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agencia Estatal de Investigación; Instituto de Salud Carlos III; CYTED Ciencia y Tecnología para el Desarrollo","keywords":"mHealth; Psychological intervention; Systematic review; Randomized controlled trial; Meta-analysis; Medicine; MEDLINE; Depression (economics); Cochrane Library; Psychiatry; Internal medicine","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":[0.06582587,0.003139048,0.02101041,0.01478901,0.001837454,0.004999814,0.004294616,0.00392113,0.004889258],"category_scores_gemma":[0.1986207,0.001989997,0.0271196,0.01015891,0.002708603,0.00371133,0.003089899,0.00244944,0.0004447567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01042606,"about_ca_system_score_gemma":0.01918763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006226152,"about_ca_topic_score_gemma":0.01227933,"domain_scores_codex":[0.8799566,0.04187775,0.05519349,0.003676063,0.01819692,0.001099219],"domain_scores_gemma":[0.8742314,0.07705233,0.0315155,0.003031928,0.01322863,0.0009401776],"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":[0.0008892919,0.00003262117,0.001401103,0.9362559,0.03731525,0.00009137287,0.0001731968,0.000248362,0.0001662025,0.0005425797,0.001396447,0.02148766],"study_design_scores_gemma":[0.003699113,0.000453339,0.008128333,0.7377108,0.233451,0.0003828362,0.0002356178,0.0009758261,0.0006642448,0.001497137,0.01265467,0.0001471949],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003574633,0.9494784,0.004283995,0.001085879,0.0007290352,0.03574982,0.003479835,0.0001433786,0.001475028],"genre_scores_gemma":[0.1856735,0.5905591,0.041038,0.003842324,0.0009272328,0.1713528,0.005339422,0.0001330888,0.00113437],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06582587,"threshold_uncertainty_score":0.3481246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2699646489342159,"score_gpt":0.6049844989174511,"score_spread":0.3350198499832352,"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."}}