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      Using AI chatbots to provide self-help depression interventions for university students: A randomized trial of effectiveness

      research-article
      a , a , b , c , c , *
      Internet Interventions
      Elsevier
      IPI, Internet-based Psychological Interventions, AI, Artificial Intelligence, PHQ-9, the Patient Health Questionnaires-9, CBT, Cognitive Behavioral Therapy, GAD-7, the Generalized Anxiety Disorder Scale-7 (GAD-7), PANAS, the Positive and Negative Affect Schedule (PANAS) (Watson et al., 19s88), CSQ-8, the Client Satisfaction Questionnaires-8, WAI-SR, the Working Alliance Inventory-Short Revised, ANOVA, Analysis of Variance, ANCONA, Analysis of Covariance, ITT, Intent-to-Treat, SD, Standard Deviation, DST, Dialogue Status Tracking, DPO, Dialogue Policy Optimization, Public health informatics, AI Artificial Intelligence, mHealth

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          Abstract

          Background

          Depression impacts the lives of a large number of university students. Mobile-based therapy chatbots are increasingly being used to help young adults who suffer from depression. However, previous trials have short follow-up periods. Evidence of effectiveness in pragmatic conditions are still in lack.

          Objective

          This study aimed to compare chatbot therapy to bibliotherapy, which is a widely accepted and proven-useful self-help psychological intervention. The main objective of this study is to add to the evidence of effectiveness for chatbot therapy as a convenient, affordable, interactive self-help intervention for depression.

          Methods

          An unblinded randomized controlled trial with 83 university students was conducted. The participants were randomly assigned to either a chatbot test group (n = 41) to receive a newly developed chatbot-delivered intervention, or a bibliotherapy control group (n = 42) to receive a minimal level of bibliotherapy. A set of questionnaires was implemented as measurements of clinical variables at baseline and every 4 weeks for a period of 16 weeks, which included the Patient Health Questionnaire-9 (PHQ-9), the Generalized Anxiety Disorder scale (GAD-7), the Positive and Negative Affect Scale (PANAS). The Client Satisfaction Questionnaire-8 (CSQ-8) and the Working Alliance Inventory-Short Revised (WAI-SR) were used to measure satisfaction and therapeutic alliance after the intervention. Participants' self-reported adherence and feedback on the therapy chatbot were also collected.

          Results

          Participants were all university students (undergraduate students (n = 31), postgraduate students (n = 52)). They were between 19 and 28 years old (mean = 23.08, standard deviation (SD) = 1.76) and 55.42% (46/83) female. 24.07% (20/83) participants were lost to follow-up. No significant group difference was found at baseline. In the intention-to-treat analysis, individuals in the chatbot test group showed a significant reduction in the PHQ-9 scores (F = 22.89; P < 0.01) and the GAD-7 scores (F = 5.37; P = 0.02). Follow-up analysis of completers suggested that the reduction of anxiety was significant only in the first 4 weeks. The WAI-SR scores in the chatbot group were higher compared to the bibliotherapy group ( t = 7.29; P < 0.01). User feedback showed that process factors were more influential than the content factors.

          Conclusions

          The chatbot-delivered self-help depression intervention was proven to be superior to the minimal level of bibliotherapy in terms of reduction on depression, anxiety, and therapeutic alliance achieved with participants.

          Highlights

          • A chatbot-delivered depression therapy was compared to a minimal level of bibliotherapy in a 16-week follow-up period.

          • The therapy chatbot was able to provide depression intervention under cognitive behavioral therapy (CBT) principles.

          • The therapy chatbot reduced depression in the 16 weeks intervention period and reduced anxiety in the first 4 weeks.

          • A significantly better therapeutic alliance was achieved in the chatbot-delivered therapy compared to the bibliotherapy.

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          Most cited references44

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          A brief measure for assessing generalized anxiety disorder: the GAD-7.

          Generalized anxiety disorder (GAD) is one of the most common mental disorders; however, there is no brief clinical measure for assessing GAD. The objective of this study was to develop a brief self-report scale to identify probable cases of GAD and evaluate its reliability and validity. A criterion-standard study was performed in 15 primary care clinics in the United States from November 2004 through June 2005. Of a total of 2740 adult patients completing a study questionnaire, 965 patients had a telephone interview with a mental health professional within 1 week. For criterion and construct validity, GAD self-report scale diagnoses were compared with independent diagnoses made by mental health professionals; functional status measures; disability days; and health care use. A 7-item anxiety scale (GAD-7) had good reliability, as well as criterion, construct, factorial, and procedural validity. A cut point was identified that optimized sensitivity (89%) and specificity (82%). Increasing scores on the scale were strongly associated with multiple domains of functional impairment (all 6 Medical Outcomes Study Short-Form General Health Survey scales and disability days). Although GAD and depression symptoms frequently co-occurred, factor analysis confirmed them as distinct dimensions. Moreover, GAD and depression symptoms had differing but independent effects on functional impairment and disability. There was good agreement between self-report and interviewer-administered versions of the scale. The GAD-7 is a valid and efficient tool for screening for GAD and assessing its severity in clinical practice and research.
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            The PHQ-9: validity of a brief depression severity measure.

            While considerable attention has focused on improving the detection of depression, assessment of severity is also important in guiding treatment decisions. Therefore, we examined the validity of a brief, new measure of depression severity. The Patient Health Questionnaire (PHQ) is a self-administered version of the PRIME-MD diagnostic instrument for common mental disorders. The PHQ-9 is the depression module, which scores each of the 9 DSM-IV criteria as "0" (not at all) to "3" (nearly every day). The PHQ-9 was completed by 6,000 patients in 8 primary care clinics and 7 obstetrics-gynecology clinics. Construct validity was assessed using the 20-item Short-Form General Health Survey, self-reported sick days and clinic visits, and symptom-related difficulty. Criterion validity was assessed against an independent structured mental health professional (MHP) interview in a sample of 580 patients. As PHQ-9 depression severity increased, there was a substantial decrease in functional status on all 6 SF-20 subscales. Also, symptom-related difficulty, sick days, and health care utilization increased. Using the MHP reinterview as the criterion standard, a PHQ-9 score > or =10 had a sensitivity of 88% and a specificity of 88% for major depression. PHQ-9 scores of 5, 10, 15, and 20 represented mild, moderate, moderately severe, and severe depression, respectively. Results were similar in the primary care and obstetrics-gynecology samples. In addition to making criteria-based diagnoses of depressive disorders, the PHQ-9 is also a reliable and valid measure of depression severity. These characteristics plus its brevity make the PHQ-9 a useful clinical and research tool.
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              • Article: not found

              Development and validation of brief measures of positive and negative affect: the PANAS scales.

              In recent studies of the structure of affect, positive and negative affect have consistently emerged as two dominant and relatively independent dimensions. A number of mood scales have been created to measure these factors; however, many existing measures are inadequate, showing low reliability or poor convergent or discriminant validity. To fill the need for reliable and valid Positive Affect and Negative Affect scales that are also brief and easy to administer, we developed two 10-item mood scales that comprise the Positive and Negative Affect Schedule (PANAS). The scales are shown to be highly internally consistent, largely uncorrelated, and stable at appropriate levels over a 2-month time period. Normative data and factorial and external evidence of convergent and discriminant validity for the scales are also presented.
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                Author and article information

                Contributors
                Journal
                Internet Interv
                Internet Interv
                Internet Interventions
                Elsevier
                2214-7829
                06 January 2022
                March 2022
                06 January 2022
                : 27
                : 100495
                Affiliations
                [a ]School of Design, South China University of Technology, B11 Building, University Town Campus, South China University of Technology, Guangzhou Higher Education Mega Center, Panyu District, 510006 Guangzhou, China
                [b ]School of Psychology, Central China Normal University, The 8th Floor, Nanhu Complex Building, Central China Normal University, No. 152 Luoyu Road, Wuhan 430079, China
                [c ]Social Work Research Center, South China University of Technology, 5th Building, Wushan Campus, South China University of Technology, 381 Wushan Road, Tianhe District, Guangzhou 510640, China
                Author notes
                [* ]Corresponding author. mengzh@ 123456scut.edu.cn
                Article
                S2214-7829(22)00002-1 100495
                10.1016/j.invent.2022.100495
                8760455
                35059305
                3740a45e-1480-40ba-94ae-e678dbe837c2
                © 2022 The Authors

                This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).

                History
                : 17 September 2021
                : 14 December 2021
                : 4 January 2022
                Categories
                Full length Article

                ipi, internet-based psychological interventions,ai, artificial intelligence,phq-9, the patient health questionnaires-9,cbt, cognitive behavioral therapy,gad-7, the generalized anxiety disorder scale-7 (gad-7),panas, the positive and negative affect schedule (panas) (watson et al., 19s88),csq-8, the client satisfaction questionnaires-8,wai-sr, the working alliance inventory-short revised,anova, analysis of variance,ancona, analysis of covariance,itt, intent-to-treat,sd, standard deviation,dst, dialogue status tracking,dpo, dialogue policy optimization,public health informatics,ai artificial intelligence,mhealth

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