{"id":"W4381987843","doi":"10.2196/44742","title":"Efficacy of a Brief Blended Cognitive Behavioral Therapy Program for the Treatment of Depression and Anxiety in University Students: Uncontrolled Intervention Study","year":2023,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Heinrich-Heine-Universität Düsseldorf","keywords":"Anxiety; Intervention (counseling); Depression (economics); Clinical psychology; Cognitive behavioral therapy; Psychotherapist; Psychology; Cognitive restructuring; Cognitive therapy; Cognition; Blended learning; Medicine; Psychiatry; Educational technology; Pedagogy","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":[0.003145694,0.001370699,0.002412017,0.001006759,0.001361491,0.0006828962,0.001174234,0.001423769,0.003783548],"category_scores_gemma":[0.003090943,0.0005499196,0.002031168,0.0006596429,0.001191432,0.0006134166,0.0008734472,0.001884199,0.0004814691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001269911,"about_ca_system_score_gemma":0.002604213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003830536,"about_ca_topic_score_gemma":0.004210921,"domain_scores_codex":[0.9975513,0.001155133,0.0002719627,0.000330716,0.0003507461,0.000340197],"domain_scores_gemma":[0.9981731,0.0004898372,0.0002913334,0.000266467,0.0002079716,0.0005712453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1618457,0.7427009,0.005934805,0.000772838,0.0007139394,0.0001379944,0.0006298115,0.0004628627,0.00736188,0.00005610745,0.0003901998,0.07899292],"study_design_scores_gemma":[0.1604825,0.8119476,0.02411916,0.00005231628,0.0004969639,0.00003245531,0.0002005457,0.0006691728,0.001485081,0.00003294638,0.0004518353,0.00002956499],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944568,0.0001660952,0.0002763463,0.00004038297,0.00004989447,0.004615624,0.0001427879,0.00002236686,0.0002296615],"genre_scores_gemma":[0.9809651,0.0006711431,0.002793504,0.0001789182,0.0002205694,0.01381054,0.0004775211,0.00000956067,0.0008732378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003830536,"threshold_uncertainty_score":0.01663625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05325650494938661,"score_gpt":0.4769759472400767,"score_spread":0.4237194422906901,"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."}}