{"id":"W4377007654","doi":"10.2196/44951","title":"Understanding Mobile Health and Youth Mental Health: Scoping Review","year":2023,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; Providence Health Care; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"mHealth; PsycINFO; Mental health; Psychological intervention; MEDLINE; Medicine; Telemedicine; Health care; Psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002029764,0.0003354234,0.0008393722,0.000360609,0.001111389,0.00006282144,0.0001511401,0.0001040007,0.000120287],"category_scores_gemma":[0.00002798038,0.0003383488,0.00009137606,0.0008150083,0.0001720728,0.0002173405,0.0001479325,0.0004087799,0.0002119129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005917216,"about_ca_system_score_gemma":0.0008664845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007755274,"about_ca_topic_score_gemma":0.0002553759,"domain_scores_codex":[0.9953184,0.0004991304,0.001411268,0.0008220447,0.0003574959,0.001591642],"domain_scores_gemma":[0.9968071,0.0001228413,0.0006276734,0.0004160796,0.00002558826,0.002000719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004479402,0.001177772,0.003621132,0.2896323,0.0001285882,0.00001701635,0.0532763,0.000001204252,4.398603e-7,0.08240183,0.2262105,0.343085],"study_design_scores_gemma":[0.0188172,0.05592429,0.02862106,0.6232521,0.0002735037,0.001303041,0.1818413,0.0003676845,0.000003459786,0.01283003,0.07233068,0.00443568],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0670829,0.7761796,0.0003047214,0.1178938,0.005838333,0.02269369,0.001957684,0.001731839,0.006317462],"genre_scores_gemma":[0.8190603,0.1311236,0.0001775097,0.04524872,0.0002588804,0.001504282,0.0009121262,0.0001340572,0.001580533],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7519774,"threshold_uncertainty_score":0.9999068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3522180060937046,"score_gpt":0.5199817676741812,"score_spread":0.1677637615804767,"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."}}