{"id":"W2952199641","doi":"10.2196/13364","title":"Smartphone, Social Media, and Mental Health App Use in an Acute Transdiagnostic Psychiatric Sample","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health; McLean Hospital","keywords":"Mental health; mHealth; Social media; Mobile phone; Social support; Psychiatry; Depression (economics); Phone; Anxiety; Psychology; Medicine; Clinical psychology; Psychological intervention; World Wide Web","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":[0.0006788372,0.0003258311,0.0006367403,0.0004437171,0.0003803799,0.00008468509,0.0001680378,0.0002030594,0.000226418],"category_scores_gemma":[0.00002180554,0.0003392696,0.00007557843,0.0004983317,0.0001269614,0.0004988551,0.00004770552,0.0005208823,0.0001266299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000278293,"about_ca_system_score_gemma":0.0003201472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002808163,"about_ca_topic_score_gemma":0.009611223,"domain_scores_codex":[0.9961891,0.0004281852,0.001035229,0.0008129796,0.0002916708,0.001242841],"domain_scores_gemma":[0.9977716,0.0004688887,0.0003201956,0.0003254669,0.00002926117,0.001084574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002532478,0.004832703,0.6255508,0.004627808,0.00007532414,0.00002422636,0.04908648,5.65781e-7,0.000004495802,0.03555714,0.02023879,0.2574692],"study_design_scores_gemma":[0.004434406,0.002620733,0.9854103,0.0001172283,0.00002016813,0.00005854583,0.001728224,0.00003468114,5.351296e-7,0.002179364,0.003073924,0.0003219285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812723,0.001957711,0.00002463115,0.01113065,0.002223992,0.001815666,0.001147943,0.0001165889,0.0003105082],"genre_scores_gemma":[0.9932151,0.0004682986,0.0005380017,0.004707228,0.0002042594,0.0002072436,0.0004257883,0.00005909136,0.0001749173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3598594,"threshold_uncertainty_score":0.9999059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05765594444842871,"score_gpt":0.420703488192347,"score_spread":0.3630475437439183,"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."}}