{"id":"W4225413440","doi":"10.2196/35699","title":"Characterizing User Experiences With an SMS Text Messaging–Based mHealth Intervention: Mixed Methods Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse","keywords":"mHealth; Short Message Service; Mental health; Psychology; Applied psychology; Coping (psychology); Health care; Nursing; Medicine; Computer science; Psychological intervention; Clinical 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":[0.01324476,0.0006386404,0.000905711,0.001600518,0.002405419,0.002010245,0.0009165704,0.001200017,0.002353761],"category_scores_gemma":[0.01432321,0.0007591781,0.001043758,0.001614111,0.00116019,0.002000286,0.001815599,0.0008045915,0.0004375577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001341812,"about_ca_system_score_gemma":0.001887096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002281144,"about_ca_topic_score_gemma":0.004587991,"domain_scores_codex":[0.9923158,0.00508898,0.0007493252,0.0005357191,0.000705432,0.0006048169],"domain_scores_gemma":[0.9887292,0.0075042,0.001165069,0.0005872818,0.001432939,0.0005813137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001271442,0.007350762,0.219944,0.002447635,0.0003044023,0.001406702,0.6637765,0.000194998,0.006383977,0.0006255209,0.00103352,0.09526061],"study_design_scores_gemma":[0.0003717775,0.01686714,0.2608168,0.001563044,0.0003807664,0.001348991,0.6994219,0.001930651,0.005056456,0.0007063991,0.01129682,0.0002392439],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959863,0.0002087566,0.001467772,0.00008578219,0.000009159397,0.001418466,0.0001548428,0.000009879681,0.0006591287],"genre_scores_gemma":[0.9856896,0.0006163747,0.005614835,0.0004400318,0.00003369643,0.006383669,0.0001969621,0.00001855085,0.001006158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01324476,"threshold_uncertainty_score":0.07004583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1734719512331513,"score_gpt":0.5838540402686403,"score_spread":0.410382089035489,"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."}}