{"id":"W3201588715","doi":"10.2196/28538","title":"Health Care Provider Perspectives on the Use of a Digital Behavioral Health App to Support Patients: Qualitative Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Referral; Workflow; Qualitative research; Nursing; Health care; Medicine; Service provider; Psychology; Business","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":[0.001150263,0.0001994853,0.000403553,0.0003510568,0.0004383077,0.0002024859,0.0003195033,0.00004611104,0.0002836963],"category_scores_gemma":[0.000201253,0.0001487045,0.0001508071,0.001020257,0.0002671591,0.0007076117,0.000361652,0.0006211478,0.0005410414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001204767,"about_ca_system_score_gemma":0.0006341206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008160255,"about_ca_topic_score_gemma":0.0005248748,"domain_scores_codex":[0.9940782,0.002544068,0.0008437659,0.0004901037,0.001189425,0.0008544885],"domain_scores_gemma":[0.9966348,0.0007413712,0.0002595969,0.0006398112,0.001363793,0.0003606287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003308671,0.01185383,0.001220919,0.0001560677,0.00007058226,0.000006636365,0.9034294,3.738754e-7,1.550451e-7,0.008130255,0.04420051,0.03060042],"study_design_scores_gemma":[0.0008817706,0.03243015,0.0215873,0.0001788444,0.000001916207,0.000002282704,0.9409456,4.874528e-7,0.00001548009,0.0001426913,0.003695781,0.0001176987],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814284,0.0001014731,0.000032445,0.008262524,0.0002677846,0.004721481,0.002166299,0.00004206068,0.002977517],"genre_scores_gemma":[0.9963465,0.000001301715,0.00004416284,0.0003925742,0.00002155271,0.00135678,0.0001903537,0.00003246671,0.001614345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04050472,"threshold_uncertainty_score":0.6954172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2943444361858265,"score_gpt":0.6046743860659507,"score_spread":0.3103299498801242,"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."}}