{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04846999,0.001452599,0.001208451,0.001720139,0.002455114,0.002142036,0.001759005,0.001874406,0.006491092],"category_scores_gemma":[0.05114861,0.001199285,0.002320199,0.0007672518,0.001495999,0.001659135,0.002337364,0.001633131,0.0008627159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002170908,"about_ca_system_score_gemma":0.004309306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00106463,"about_ca_topic_score_gemma":0.001757825,"domain_scores_codex":[0.975867,0.01706415,0.002344371,0.001535969,0.002096896,0.00109168],"domain_scores_gemma":[0.9655498,0.02431036,0.00177373,0.002491809,0.005178628,0.000695737],"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":[0.04649546,0.1159191,0.03816754,0.01391346,0.001415536,0.0009072108,0.1003411,0.005240901,0.02220869,0.005691174,0.004835895,0.6448639],"study_design_scores_gemma":[0.0763696,0.5172499,0.1479622,0.005892392,0.004059696,0.0008617328,0.05766786,0.0208369,0.06072919,0.01777792,0.08960593,0.0009866775],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6187779,0.0002683327,0.02700746,0.0003058841,0.0001100879,0.3467426,0.0006575943,0.000297484,0.005832656],"genre_scores_gemma":[0.23846,0.0002627555,0.1146963,0.0003863649,0.00006007932,0.644213,0.0001944123,0.00004840842,0.001678761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04846999,"threshold_uncertainty_score":0.2563369,"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."}}