{"id":"W3046189340","doi":"10.2196/21304","title":"Digital Cognitive Behavior Therapy Intervention for Depression and Anxiety: Retrospective Study","year":2020,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anxiety; Depression (economics); Psychological intervention; Cognitive behavioral therapy; Clinical psychology; Mental health; Intervention (counseling); Cognition; Medicine; Patient Health Questionnaire; Cognitive therapy; Physical therapy; Psychiatry; Psychology; Depressive symptoms","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":[0.0001925836,0.0002113595,0.0002939122,0.00006436999,0.0002569695,0.00009426583,0.0001084962,0.00006238627,0.0001511749],"category_scores_gemma":[0.00001475464,0.0002029323,0.0001453153,0.0001551825,0.00006773075,0.0003588422,0.00009763528,0.0001803558,0.00007623474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002037183,"about_ca_system_score_gemma":0.0000207612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000815664,"about_ca_topic_score_gemma":0.00003985914,"domain_scores_codex":[0.9981561,0.000114883,0.0005189875,0.0006140124,0.0002053045,0.0003907252],"domain_scores_gemma":[0.9991825,0.00003188125,0.000242845,0.0001331496,0.0000516901,0.0003579321],"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":[0.001769594,0.005481722,0.2255403,0.000087676,0.00006947971,0.000004231254,0.008255084,6.555982e-9,0.00001028617,0.0001786173,0.00214527,0.7564577],"study_design_scores_gemma":[0.0122295,0.02439986,0.9365433,0.0002540147,0.00001943714,0.00003409878,0.0228257,0.00001668683,0.0001247783,0.0001947077,0.00304929,0.0003085624],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862989,0.0006901836,0.0001859366,0.001530539,0.0006338612,0.007764976,0.001290799,0.0001391223,0.001465662],"genre_scores_gemma":[0.9952499,0.00001122267,0.00003450205,0.0009902555,0.0001071338,0.002581818,0.0002750877,0.00004514184,0.0007049959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7561492,"threshold_uncertainty_score":0.8275339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04927182344938746,"score_gpt":0.4443039992698294,"score_spread":0.3950321758204419,"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."}}