{"id":"W2898170059","doi":"10.2196/10948","title":"Effectiveness of a Multimodal Digital Psychotherapy Platform for Adult Depression: A Naturalistic Feasibility Study","year":2018,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Modalities; Naturalistic observation; Intervention (counseling); Psychotherapist; Depression (economics); mHealth; Modality (human–computer interaction); Multimodal therapy; Treatment modality; Psychology; Multimedia; Computer science; Medicine; Psychological intervention; Psychiatry; Human–computer interaction; Social psychology","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":[0.0007828439,0.0002472664,0.0004893791,0.0001404443,0.0002814869,0.00003985775,0.0001919815,0.0001435327,0.00005842085],"category_scores_gemma":[0.00008790827,0.0002089722,0.000116236,0.0002385767,0.0002337322,0.0002468311,0.00002900438,0.0002107516,0.00002966637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001381707,"about_ca_system_score_gemma":0.0001421584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004057505,"about_ca_topic_score_gemma":0.0001975843,"domain_scores_codex":[0.9974992,0.0001950183,0.0007776647,0.0006631131,0.0002257806,0.0006392682],"domain_scores_gemma":[0.9978192,0.0005363318,0.0003455574,0.0004858843,0.0003541307,0.0004588274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.07044035,0.0332496,0.3256499,0.01803954,0.0003730778,0.00001371384,0.01624143,4.326665e-7,0.00004957008,0.03415716,0.004287237,0.4974979],"study_design_scores_gemma":[0.01030865,0.01601184,0.9605062,0.0005209969,0.00003270668,0.00003007877,0.001069251,0.00007272965,0.00005472847,0.0107995,0.0003224889,0.0002708383],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905646,0.0004719588,0.0006196703,0.0002627854,0.001454498,0.005031557,0.0004829974,0.00008406645,0.001027838],"genre_scores_gemma":[0.9980682,0.000008561001,0.0002696864,0.000383183,0.0001901087,0.0008628488,0.00004727473,0.00003716531,0.000132994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6348562,"threshold_uncertainty_score":0.8521639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07752261529923131,"score_gpt":0.4827013800100113,"score_spread":0.40517876471078,"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."}}