{"id":"W2937735857","doi":"10.2196/13202","title":"Transdiagnostic Mobile Health: Smartphone Intervention Reduces Depressive Symptoms in People With Mood and Psychotic Disorders","year":2019,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Alcohol Abuse and Alcoholism","keywords":"Depression (economics); Psychological intervention; Psychiatry; Major depressive disorder; Mood; Medicine; Antidepressant; Intervention (counseling); Mood disorders; Bipolar disorder; Mental health; Beck Depression Inventory; Randomized controlled trial; Schizophrenia (object-oriented programming); Clinical psychology; Psychology; Internal medicine; Anxiety","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":[0.0003483398,0.0002967157,0.000507121,0.00027461,0.0001515903,0.00004456763,0.0001826942,0.00008837514,0.0004721248],"category_scores_gemma":[0.000003399105,0.0002827676,0.0001054568,0.000426058,0.0000970643,0.0003111754,0.00004492591,0.0003200381,0.0002622796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004856843,"about_ca_system_score_gemma":0.00009780297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002683295,"about_ca_topic_score_gemma":0.01649393,"domain_scores_codex":[0.9970117,0.0003199434,0.0008816481,0.0007065452,0.000271887,0.0008082659],"domain_scores_gemma":[0.9987746,0.0001116192,0.0003627779,0.0003475503,0.00001635908,0.0003870852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001861469,0.01094715,0.3309637,0.002770935,0.0001744492,0.000005820115,0.03461842,0.0000251316,0.00001864278,0.001751272,0.002579736,0.6142833],"study_design_scores_gemma":[0.01100262,0.02224787,0.9504669,0.003563762,0.00001090258,0.0001044623,0.01032631,0.00006679712,0.00004355093,0.0006592749,0.0009973655,0.000510142],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850644,0.002816077,0.00003228365,0.003200644,0.001374439,0.005570022,0.000162824,0.00009195412,0.001687369],"genre_scores_gemma":[0.9953461,0.0001047583,0.00006781001,0.0005375645,0.000027989,0.002527723,0.0001917567,0.00005803677,0.001138243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6195033,"threshold_uncertainty_score":0.9999624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00825890642966273,"score_gpt":0.3528675628810782,"score_spread":0.3446086564514155,"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."}}