{"id":"W4200570059","doi":"10.2196/30268","title":"Acceptability of an mHealth App for Youth With Substance Use and Mental Health Needs: Iterative, Mixed Methods Design","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse","keywords":"mHealth; Mental health; Formative assessment; Modalities; Addiction; Substance use; Psychology; Medicine; Clinical psychology; Medical education; Applied psychology; Psychotherapist; Psychiatry; Psychological intervention","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":[],"consensus_categories":[],"category_scores_codex":[0.00441844,0.0001845024,0.0004345539,0.000302296,0.0004028376,0.0001232924,0.0002085619,0.00008055894,0.0001549413],"category_scores_gemma":[0.0001138098,0.0001555603,0.00007476837,0.0009070215,0.0004636362,0.001210757,0.00009649836,0.0003854902,0.000008143821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003301608,"about_ca_system_score_gemma":0.0003139014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001725652,"about_ca_topic_score_gemma":0.0002794294,"domain_scores_codex":[0.9938079,0.003867466,0.0006905522,0.0004146666,0.0004338158,0.0007855892],"domain_scores_gemma":[0.9970684,0.001147199,0.0002448388,0.0004808442,0.0006603462,0.0003983754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.006563969,0.007484666,0.0040035,0.002877493,0.0003372327,0.000007317849,0.4396105,0.000005020813,0.0001773195,0.03253592,0.007434047,0.4989631],"study_design_scores_gemma":[0.01451233,0.05213869,0.3311072,0.001178468,0.00003247444,0.0001933222,0.5435588,0.001428229,0.03489063,0.01280743,0.007018133,0.001134292],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9284223,0.0006474836,0.06320252,0.001317642,0.0003148017,0.003359058,0.00162326,0.00005177088,0.001061194],"genre_scores_gemma":[0.9454598,0.0000147173,0.0530037,0.0001174634,0.00001919831,0.0007097122,0.0002189562,0.0000306681,0.0004257273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4978288,"threshold_uncertainty_score":0.6343565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2733614810038911,"score_gpt":0.5645529223832054,"score_spread":0.2911914413793144,"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."}}