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Is the Black Dog Really a Dalmatian? An investigation into whether Stress Impact and Attributional Style lead to different outcomes in CBT for Depression K. Good, Massey University,  New Zealand P. Merrick, Massey University,  New Zealand R. Fletcher, Massey University,  New Zealand N. Kazantzis, La Trobe University,  Australia
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Overview
To get you thinking....
[object Object],[object Object],[object Object],Research Gaps Stress Impact Depression Diathesis Context Stress Load Capacity Chronicity Financially-related Type of stress Bio Psycho Social Attributional Style
Existing Research ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Treatment Study Context ,[object Object],[object Object],[object Object]
Measuring Stress ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Stage 1 Identifying Stressors
Measuring Stress ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Training Rating Checking Stage 2 Measuring Stress Across Time
Measuring Stress - Reliability ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Intrusion Items Avoidance Items 1  2  3  4  5  6  7 1  2  3  4  5  6  7  8 3  4  5 2  4  6  7  Initial Items Final Items  Included
How to analyse the data? Depression severity ,[object Object],Stress Impact Attributional Style ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Preliminary results show there is clear variability in the data... Intake BDI Scores Rate of Change in BDI ,[object Object],[object Object],[object Object],0   1 3, 5, 8, 9 2 1, 1, 3, 3, 4, 4, 5, 6, 8, 8 3 0, 2, 2, 3, 3, 7, 7 4 2, 3, 4, 6, 9 5 0, 3 0 8, 9 1 0, 1, 3, 4, 6, 8, 9 2 1, 1, 2, 4, 6, 6 3 2, 4 4 2, 6 5  
Building the Multilevel Model Model A BDI Model B BDI Time Model C BDI Time Stress Curve Model D BDI Time Stress Curve A-Style ``````````` ,[object Object],[object Object],[object Object],[object Object],??
Average patient had a significant change in depressive symptoms Time explains 55% of within-patient variance     Parameter Model A Model B Model C Model D Fixed Effects             Initial status, Intercept γ 00 18.73*** 24.92***     π 0 i     (1.82) (2.15)       Stress Curve γ 01 -    -             -   -       Attributional Style γ 02   -   -             -   -                   Rate of Change,           π 1 i Intercept γ 1 0   - -0.93***             - (0.10)       Stress Curve γ 11   -   -             -   -       Attributional Style γ 12   -   -             -   -                   Variance Components           Level 1 Within-person σ 2 e 61.82*** 27.72*****           (3.91) (1.80)     Level 2 In initial status σ 2 0 83.11*** 116.41***           (23.89) (33.25)       In rate of change σ 2 1   - 0.29*             - (0.12)       Covariance σ e   - -4.65*           - (1.86)                   Pseudo R 2  statistics            and Goodness of Fit             R 2 e     - 55%       R 2 0     -   -       R 2 1     - -        Deviance   3,748.63 3,391.92       AIC   3,754.63 3,403.92       BIC   3,767.42 3,429.51    
Patients with different stress curves do not have significantly different intake BDIs or rates of change Introducing only stress as a predictor doesn’t explain a significant amount of variance in the model     Parameter Model A Model B Model C Model D Fixed Effects             Initial status, Intercept γ oo 18.73*** 24.92*** 26.29***   π 0 i     (1.82) (2.15) (4.30)     Stress Curve Le γ 01 -    - -1.21           -   - (3.24)     Attributional Style Γ 02   -   - -           -   -   -                 Rate of Change,           π 1 i Intercept γ 10   - -0.93*** -.051**           - (0.10) (0.18)     Stress Curve γ 11   -   - -0.36*           -   - (0.14)     Attributional Style γ 12   -   - -           -   -   -   Variance Components             Level 1 Within-person σ 2 e 61.82*** 27.72***** 27.70***         (3.91) (1.80) (1.80)   Level 2 In initial status σ 2 0 83.11*** 116.41*** 115.48***         (23.89) (33.25) (32.99)     In rate of change σ 2 1   - 0.29* 0.16*           - (0.12) (0.06)     Covariance σ e   - -4.65* -2.63*         - (1.86) (1.13)               Pseudo R 2  statistics  and Goodness of Fit             R 2 e     - 55% 55%     R 2 0     -   - 1%     R 2 1     - -  45%     Deviance   3,748.63 3,391.92 3,381.98     AIC   3,754.63 3,403.92 3,397.98     BIC   3,767.42 3,429.51 3,342.10  
After controlling for attributional style, the difference in BDI rate of change for patients with different stress curves is significantly reduced Taken together, stress and attributional style explain 45% of variability in BDI initial status and 55% of variability in BDI rate of change     Parameter Model A Model B Model C Model D Fixed Effects             Initial status, Intercept γ oo 18.73*** 24.92*** 26.29*** 24.47*** Π 0 i     (1.82) (2.15) (4.30) (3.65)   Stress Curve γ 01 -    - -1.21 -4.75         -   - (3.24) (3.87)   Attributional Style γ 02   -   - - 12.79**         -   -   - (3.87)             Rate of Change,           Π 1 i Intercept γ 10   - -0.93*** -.051** -0.45*         - (0.10) (0.18) (0.17)   Stress Curve γ 11   -   - -0.36* -0.26         -   - (0.14) (0.14)   Attributional Style γ 12   -   - - -0.37         -   -   - (0.18) Variance Components           Level 1 Within-person σ 2 e 61.82*** 27.72***** 27.70*** 27.70***       (3.91) (1.80) (1.80) (1.80) Level 2 In initial status σ 2 0 83.11*** 116.41*** 115.48*** 80.23***       (23.89) (33.25) (32.99) (23.25)   In rate of change σ 2 1   - 0.29* 0.16* 0.13         - (0.12) (0.06) (0.05)   Covariance σ e   - -4.65* -2.63* -1.61       - (1.86) (1.13) (0.85) Pseudo R 2  statistics            and Goodness of Fit             R 2 e     - 55% 55% 55%   R 2 0     -   - 1% 31%   R 2 1     - -  45% 55%   Deviance   3,748.63 3,391.92 3,381.98 3,372.75   AIC   3,754.63 3,403.92 3,397.98 3,392.75   BIC   3,767.42 3,429.51 3,342.10 3,435.41
Attributional Style moderates the  Stress-BDI relationship Rapid Minimal Expected Rapid BDI-II Improvement Stress Improvement Expected Minimal A depressognic attributional style slows the improvement in BDI-II caused by an improvement in stress Non-depressogenic Depressogenic
Preliminary Results Suggest Attributional Style (moderator) Stress Impact     Depression (predictor) ,[object Object],[object Object]
Post-Hoc Analyses ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Final Multilevel Model
Discussion ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Selected References Abramson, L. Y., Metalsky, G. I., & Alloy, L. B. (1989). Hopelessness  depression: A theory-based subtype of depression.  Psychological  Review, 96 , 358-372. Abramson, L. Y., Seligman, M. E. P., & Teasdale, J. D. (1978). Learned  Helplessness in Humans: Critique and Reformulation.  Journal of  Abnormal Psychology, 87 (1), 49-74. Beck, A. T. (1976).  Cognitive therapy and the emotional disorders.  New  York: International Universities Press. Beck, J. (1995).  Cognitive Therapy: Basics and Beyond.  New York: Guilford  Press. Beck, A. T., Rush, A., Shaw, B., & Emery, G. (1979).  Cognitive therapy of  depression. New  York: The Guilford Press. Cohen, S., Kessler, R. C., & Underwood Gordon, L. (1997).  Measuring  Stress: A Guide for Health and Social Scientists . New York, USA:  Oxford University Press.
Selected References Hammen, C. (2005). Stress and Depression.  Annual Review of Clinical  Psychology, 1 , 293-319. Hedeker, R., & Gibbons, R. D. (2006).  Longitudinal Data Analysis . New Jersey,  USA: John Wiley & Sons, Inc. Horowitz, M., Wilner, N., & Alvarez, W. (1979). Impact of Event Scale: A  Measure of Subjective Stress.  Psychosomatic Medicine, 41 (3), 209-218. Kaplan, H. B. (1996).  Psychosocial Stress: Perspectives on Structure, Theory,  Life-Course, and Methods.  London: Academic Press, Inc. Lambert, M. J. (2004).  Bergin And Garfield’s Handbook of Psychotherapy and  Behavior Change . New York, USA: John Wiley & Sons, Inc. Singer, J., & Willett, J.B. (2003).  Applied Longitudinal Analysis: Modeling  Change and Event Occurrence.  New York: Oxford University Press.
Thank you! Contact: Kimberly Good DClinPsych candidate Massey University (Auckland, New Zealand) Email:  [email_address]

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Is the black dog really a dalmatian, Kimberly Good

  • 1. Is the Black Dog Really a Dalmatian? An investigation into whether Stress Impact and Attributional Style lead to different outcomes in CBT for Depression K. Good, Massey University, New Zealand P. Merrick, Massey University, New Zealand R. Fletcher, Massey University, New Zealand N. Kazantzis, La Trobe University, Australia
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  • 3. To get you thinking....
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  • 13. Average patient had a significant change in depressive symptoms Time explains 55% of within-patient variance     Parameter Model A Model B Model C Model D Fixed Effects             Initial status, Intercept γ 00 18.73*** 24.92***     π 0 i     (1.82) (2.15)       Stress Curve γ 01 -    -             -   -       Attributional Style γ 02   -   -             -   -                   Rate of Change,           π 1 i Intercept γ 1 0   - -0.93***             - (0.10)       Stress Curve γ 11   -   -             -   -       Attributional Style γ 12   -   -             -   -                   Variance Components           Level 1 Within-person σ 2 e 61.82*** 27.72*****           (3.91) (1.80)     Level 2 In initial status σ 2 0 83.11*** 116.41***           (23.89) (33.25)       In rate of change σ 2 1   - 0.29*             - (0.12)       Covariance σ e   - -4.65*           - (1.86)                   Pseudo R 2 statistics           and Goodness of Fit             R 2 e     - 55%       R 2 0     -   -       R 2 1     - -        Deviance   3,748.63 3,391.92       AIC   3,754.63 3,403.92       BIC   3,767.42 3,429.51    
  • 14. Patients with different stress curves do not have significantly different intake BDIs or rates of change Introducing only stress as a predictor doesn’t explain a significant amount of variance in the model     Parameter Model A Model B Model C Model D Fixed Effects             Initial status, Intercept γ oo 18.73*** 24.92*** 26.29***   π 0 i     (1.82) (2.15) (4.30)     Stress Curve Le γ 01 -    - -1.21           -   - (3.24)     Attributional Style Γ 02   -   - -           -   -   -                 Rate of Change,           π 1 i Intercept γ 10   - -0.93*** -.051**           - (0.10) (0.18)     Stress Curve γ 11   -   - -0.36*           -   - (0.14)     Attributional Style γ 12   -   - -           -   -   -   Variance Components             Level 1 Within-person σ 2 e 61.82*** 27.72***** 27.70***         (3.91) (1.80) (1.80)   Level 2 In initial status σ 2 0 83.11*** 116.41*** 115.48***         (23.89) (33.25) (32.99)     In rate of change σ 2 1   - 0.29* 0.16*           - (0.12) (0.06)     Covariance σ e   - -4.65* -2.63*         - (1.86) (1.13)               Pseudo R 2 statistics and Goodness of Fit             R 2 e     - 55% 55%     R 2 0     -   - 1%     R 2 1     - -  45%     Deviance   3,748.63 3,391.92 3,381.98     AIC   3,754.63 3,403.92 3,397.98     BIC   3,767.42 3,429.51 3,342.10  
  • 15. After controlling for attributional style, the difference in BDI rate of change for patients with different stress curves is significantly reduced Taken together, stress and attributional style explain 45% of variability in BDI initial status and 55% of variability in BDI rate of change     Parameter Model A Model B Model C Model D Fixed Effects             Initial status, Intercept γ oo 18.73*** 24.92*** 26.29*** 24.47*** Π 0 i     (1.82) (2.15) (4.30) (3.65)   Stress Curve γ 01 -    - -1.21 -4.75         -   - (3.24) (3.87)   Attributional Style γ 02   -   - - 12.79**         -   -   - (3.87)             Rate of Change,           Π 1 i Intercept γ 10   - -0.93*** -.051** -0.45*         - (0.10) (0.18) (0.17)   Stress Curve γ 11   -   - -0.36* -0.26         -   - (0.14) (0.14)   Attributional Style γ 12   -   - - -0.37         -   -   - (0.18) Variance Components           Level 1 Within-person σ 2 e 61.82*** 27.72***** 27.70*** 27.70***       (3.91) (1.80) (1.80) (1.80) Level 2 In initial status σ 2 0 83.11*** 116.41*** 115.48*** 80.23***       (23.89) (33.25) (32.99) (23.25)   In rate of change σ 2 1   - 0.29* 0.16* 0.13         - (0.12) (0.06) (0.05)   Covariance σ e   - -4.65* -2.63* -1.61       - (1.86) (1.13) (0.85) Pseudo R 2 statistics            and Goodness of Fit             R 2 e     - 55% 55% 55%   R 2 0     -   - 1% 31%   R 2 1     - -  45% 55%   Deviance   3,748.63 3,391.92 3,381.98 3,372.75   AIC   3,754.63 3,403.92 3,397.98 3,392.75   BIC   3,767.42 3,429.51 3,342.10 3,435.41
  • 16. Attributional Style moderates the Stress-BDI relationship Rapid Minimal Expected Rapid BDI-II Improvement Stress Improvement Expected Minimal A depressognic attributional style slows the improvement in BDI-II caused by an improvement in stress Non-depressogenic Depressogenic
  • 17.
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  • 21. Selected References Abramson, L. Y., Metalsky, G. I., & Alloy, L. B. (1989). Hopelessness depression: A theory-based subtype of depression. Psychological Review, 96 , 358-372. Abramson, L. Y., Seligman, M. E. P., & Teasdale, J. D. (1978). Learned Helplessness in Humans: Critique and Reformulation. Journal of Abnormal Psychology, 87 (1), 49-74. Beck, A. T. (1976). Cognitive therapy and the emotional disorders. New York: International Universities Press. Beck, J. (1995). Cognitive Therapy: Basics and Beyond. New York: Guilford Press. Beck, A. T., Rush, A., Shaw, B., & Emery, G. (1979). Cognitive therapy of depression. New York: The Guilford Press. Cohen, S., Kessler, R. C., & Underwood Gordon, L. (1997). Measuring Stress: A Guide for Health and Social Scientists . New York, USA: Oxford University Press.
  • 22. Selected References Hammen, C. (2005). Stress and Depression. Annual Review of Clinical Psychology, 1 , 293-319. Hedeker, R., & Gibbons, R. D. (2006). Longitudinal Data Analysis . New Jersey, USA: John Wiley & Sons, Inc. Horowitz, M., Wilner, N., & Alvarez, W. (1979). Impact of Event Scale: A Measure of Subjective Stress. Psychosomatic Medicine, 41 (3), 209-218. Kaplan, H. B. (1996). Psychosocial Stress: Perspectives on Structure, Theory, Life-Course, and Methods. London: Academic Press, Inc. Lambert, M. J. (2004). Bergin And Garfield’s Handbook of Psychotherapy and Behavior Change . New York, USA: John Wiley & Sons, Inc. Singer, J., & Willett, J.B. (2003). Applied Longitudinal Analysis: Modeling Change and Event Occurrence. New York: Oxford University Press.
  • 23. Thank you! Contact: Kimberly Good DClinPsych candidate Massey University (Auckland, New Zealand) Email: [email_address]