{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004996279,0.0003433247,0.0004028453,0.001323261,0.0009778198,0.0008800921,0.0004142863,0.0005064674,0.001649543],"category_scores_gemma":[0.002136874,0.0003880842,0.0004426111,0.0009877792,0.0003697283,0.000566729,0.001214278,0.0008614636,0.0003788793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005199941,"about_ca_system_score_gemma":0.0003984823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009966712,"about_ca_topic_score_gemma":0.01928659,"domain_scores_codex":[0.9994758,0.000123099,0.00008400943,0.00006183135,0.0001293638,0.0001259102],"domain_scores_gemma":[0.9985753,0.0001698575,0.0006779712,0.00005214015,0.0001879477,0.0003368096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000492119,0.0001149836,0.9978827,0.0000141392,0.0000126704,0.0002164223,0.0006249751,0.000005454348,0.0002643398,0.000003930344,0.00007196819,0.0007392709],"study_design_scores_gemma":[0.00000468881,0.0001548407,0.9969231,0.00000885694,0.00001061698,0.0006202202,0.00212592,0.00004490738,0.0000393041,0.000004023631,0.00006042953,0.000002998447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997049,0.00003803011,0.00001552724,0.00002957202,0.000001892572,0.000013073,0.00008157935,9.437531e-7,0.0001144356],"genre_scores_gemma":[0.9994513,0.0001063854,0.00006262845,0.00007030012,0.000007104551,0.00002712592,0.0001897444,0.000001046227,0.00008433819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009966712,"threshold_uncertainty_score":0.01981735,"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."}}