{"id":"W2121833483","doi":"10.2196/mhealth.3660","title":"Qualitative Feedback From a Text Messaging Intervention for Depression: Benefits, Drawbacks, and Cultural Differences","year":2014,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Minority Health and Health Disparities; National Institute of Mental Health","keywords":"Psychological intervention; Mood; Psychology; Intervention (counseling); Feeling; Clinical psychology; mHealth; Qualitative research; Applied psychology; Psychotherapist; Social psychology; Psychiatry","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":[0.02812234,0.0009261439,0.0005873806,0.001051269,0.002165462,0.001115106,0.0008426367,0.0008748757,0.003357288],"category_scores_gemma":[0.07417015,0.0003411654,0.0005901519,0.0007433961,0.001672092,0.001170763,0.002010784,0.001012966,0.0004194443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001866983,"about_ca_system_score_gemma":0.002273918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001443613,"about_ca_topic_score_gemma":0.002668962,"domain_scores_codex":[0.9836001,0.01334746,0.0007629172,0.0003631296,0.001395653,0.0005306427],"domain_scores_gemma":[0.8946771,0.09252888,0.003059697,0.001334943,0.007593477,0.0008059153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001857808,0.00115783,0.01987037,0.00591469,0.00007805135,0.001643032,0.7810021,0.0003194775,0.01521715,0.0004771463,0.003339837,0.1691225],"study_design_scores_gemma":[0.001090767,0.01588235,0.1066517,0.007380908,0.0005988971,0.002754867,0.7783058,0.00239085,0.04360183,0.002505199,0.03849211,0.0003447451],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820791,0.0003499252,0.007784856,0.001495577,0.0001195155,0.002673856,0.0006700176,0.0000839348,0.004743101],"genre_scores_gemma":[0.9776822,0.0006642948,0.01229476,0.001275875,0.00006622467,0.00523848,0.0002411663,0.00006643796,0.00247065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02812234,"threshold_uncertainty_score":0.148727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09159800737442624,"score_gpt":0.4846359341029299,"score_spread":0.3930379267285037,"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."}}