{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00498208,0.000534206,0.004284069,0.0004452866,0.0002899079,0.0000341729,0.0004227041,0.0002436133,0.0003203038],"category_scores_gemma":[0.0001997877,0.0004537601,0.001379884,0.0005717358,0.00009641702,0.0001228992,0.0002279746,0.0003160878,0.0002892706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009662107,"about_ca_system_score_gemma":0.0004471525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008315893,"about_ca_topic_score_gemma":0.00006755443,"domain_scores_codex":[0.991042,0.00203036,0.004919203,0.0008105043,0.0005467678,0.0006511393],"domain_scores_gemma":[0.9946907,0.0006868184,0.003212583,0.0008720563,0.0001344223,0.0004033883],"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":[0.00002900882,0.0004240994,1.60607e-7,0.6543639,0.0001662605,5.221398e-7,0.00011454,4.953733e-9,2.31919e-9,0.0006062419,0.008843501,0.3354518],"study_design_scores_gemma":[0.0009373265,0.000979229,0.00002634616,0.9324979,0.001344349,0.00009718327,0.0001067973,0.000005520281,3.223531e-8,0.0001270706,0.06362969,0.0002485213],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002185079,0.9547114,0.00004086057,0.0005830735,0.002184823,0.03885991,0.003094844,0.0001146278,0.0004083084],"genre_scores_gemma":[0.00002985559,0.9806393,0.000122646,0.0002682525,0.000088724,0.01332317,0.003040497,0.0001396038,0.002347969],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3352033,"threshold_uncertainty_score":0.9997914,"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."}}