{"id":"W2738131159","doi":"10.2196/medinform.6808","title":"DynAMo: A Modular Platform for Monitoring Process, Outcome, and Algorithm-Based Treatment Planning in Psychotherapy","year":2017,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Process (computing); Software; Workflow; The Internet; Web application; Mental health; Modular design; Algorithm; Artificial intelligence; World Wide Web; Psychotherapist; Psychology; Database","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":[0.004101935,0.001322375,0.0007732699,0.001905717,0.0004518791,0.001767302,0.002017052,0.0009709469,0.01597414],"category_scores_gemma":[0.009864214,0.001160196,0.001405076,0.0007314709,0.0006809634,0.002001161,0.003511717,0.00159366,0.004385937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000825942,"about_ca_system_score_gemma":0.001901674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001796077,"about_ca_topic_score_gemma":0.002164659,"domain_scores_codex":[0.9983444,0.0005374926,0.0001793229,0.0003720402,0.0004502897,0.0001162986],"domain_scores_gemma":[0.9940324,0.003946588,0.0004724437,0.0006879268,0.0004082113,0.0004523489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.007097036,0.001301378,0.01906676,0.003071523,0.0008417304,0.00117889,0.002367814,0.02325875,0.0294901,0.01074682,0.1256876,0.7758916],"study_design_scores_gemma":[0.004261739,0.001979565,0.05739952,0.00170671,0.0007764031,0.002366236,0.0005208171,0.474558,0.05120782,0.06495732,0.3391743,0.001091651],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02264624,0.0008430285,0.6364448,0.001001243,0.0003426589,0.003798475,0.009588707,0.317085,0.008249866],"genre_scores_gemma":[0.1694342,0.001290899,0.7528234,0.001661386,0.0003534184,0.008790768,0.01529186,0.03339072,0.01696338],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01597414,"threshold_uncertainty_score":0.05343878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08118392201078516,"score_gpt":0.4792318706719229,"score_spread":0.3980479486611377,"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."}}