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Original Article

Predicting outcomes of inpatient psychotherapy using quality management data: comparing classification and regression trees with logistic regression and linear discriminant analysis

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Pages 236-247 | Received 18 Aug 2003, Published online: 22 Feb 2007

References

  • Alexander , L. B. and Luborsky , L. 1986 . “ The Penn Helping Alliance scales ” . In The psychotherapeutic process–A research handbook , Edited by: Greenberg , L. S. 325 – 366 . New York : Guilford Press .
  • Barkham , M. , Margison , F. , Leach , C. , Lucock , M. , Mellor-Clark , J. Evans , C. 2001 . Service profiling and outcomes benchmarking using the CORE-OM: Toward practice-based evidence in the psychological therapies. Clinical outcomes in routine evaluation-outcome measures . Journal of Consulting and Clinical Psychology , 69 : 184 – 196 .
  • Bergin , A. E ., & Garfield , S. L . (Eds) . (1994) . Handbook of psychotherapy and behavior change (4th ed.) . New York : Wiley .
  • Brähler , E. and Scheer , J. 1983 . Der Gießener Beschwerdebogen (GBB) , Stuttgart : Verlag Hans Huber .
  • Breiman , L. , Friedman , J. H. , Olshen , R. A. and Stone , C. J. 1984 . Classification and regression trees , Monterey, CA : Wadsworth .
  • Crawford , S. L. 1989 . Extensions to the CART algorithm . International Journal on Man-Machine Studies , 31 : 197 – 217 .
  • Efron , B. and Tibshirani , R. 1993 . An introduction to the bootstrap , New York : Chapman & Hall .
  • Franke , G. H . (1995) . Die Symptom Checkliste von Derogatis–Deutsche Version (SCL-90-R) [Derogatis’ Symptom Checklist – German Version] . Göttingen : Beltz Test
  • Hannöver , W. 2002 . Vorhersage von Behandlungsergebnissen stationärer Pscyhotherapie. Eine Anwendung des CART-Algorithmus auf Qualitätssicherungsdaten , Aachen : Shaker .
  • Harrell , F. E. 2001 . Hmisc S function library , Charlottesville : Division of Biostatistics & Epidemiology, Department of Health Evaluation Sciences, University of Virginia School of Medicine .
  • Hastie , T. , Tibshirani , R. and Friedman , J. H. 2001 . The elements of statistical learning: Data mining, inference, and prediction , New York : Springer .
  • Horowitz , L. M. , Strupp , H. H. , Lambert , M. J. and Elkin , I. 1997 . “ Overview and summary of the core battery conference ” . In Measuring patient changes in mood, anxiety, and personality disorders: Toward a core battery , Edited by: Strupp , H. H. , Horowitz , L. M. and Lambert , M. J. 11 – 46 . Washington, DC : American Psychological Association .
  • Howard , K. I. , Brill , P. L. , Lueger , R. J. , O'Mahoney , M. T. and Grissom , G. R. 1993 . Integra outpatient tracking system , Philadelphia : Compass Informations Services, Inc .
  • Kordy , H. , Hannöver , W. and Richard , M. 2001 . Computer-assisted feedback-driven quality management for psychotherapy: The Stuttgart-Heidelberg model . Journal of Consulting and Clinical Psychology , 69 : 173 – 183 .
  • Kordy , H ., Hannöver , W ., Strauss , B ., & Horowitz , L. M . (1998) . Standardisierung und Normierung des Inventars Interpersonaler Probleme (IIP-D): Deutsche Repräsentativerhebung 1995/96 [Standardization and Norming of the Inventory of Interpersonal Problems (IIP-D): German Representative Survey 1995/96].Unpublished manuscript, Center for Psychotherapy Research, Stuttgart .
  • Lambert , M. J. and Bergin , A. E. 1994 . “ The effectiveness of psychotherapy ” . In Handbook of psychotherapy and behavior change , 4th edn , Edited by: Bergin , A. E. and Garfield , S. L. 143 – 189 . New York : Wiley .
  • Lambert , M. J. , Hansen , N. B. and Finch , A. E. 2001 . Patient-focused research: Using patient outcome data to enhance treatment effects . Journal of Consulting and Clinical Psychology , 69 : 159 – 172 .
  • Lueger , R. J. , Howard , K. I. , Martinovich , Z. , Lutz , W. , Anderson , E. E. and Grissom , G. 2001 . Assessing treatment progress of individual patients using expected treatment response models . Journal of Consulting and Clinical Psychology , 69 : 150 – 158 .
  • Mohr , D. C. 1995 . Negative outcome in psychotherapy: A critical review . Clinical Psychology: Science and Practice , 2 : 1 – 27 .
  • Ripley , B. D. 1996 . Pattern recognition and neural networks , Cambridge : Cambridge University Press .
  • Selker , H. P. , Griffith , J. L. , Patil , S. , Long , W. J. and D'Agostino , R. B. 1995 . A comparison of performance of mathematical predictive methods for medical diagnosis: Identifying acute cardiac ischemia among emergency department patients . Journal of Investigative Medicine , 43 : 468 – 476 .
  • Shapiro , D. A. 1996 . “ Foreword ” . In What works for whom? A critical review of psychotherapy research , Edited by: Roth , A. and Fonagy , P. New York : Guilford Press .
  • Therneau , T. M ., & Atkinson , E. J . (1997) . An introduction to recursive partitioning using the RPART routines. Technical report no 61, Department of Health Science Research . Rochester, , MN : Mayo Clinic .
  • World Health Organization . (Ed.) . (1993) . Tenth revision of the International Classification of Disease: Chapter V (F). Mental and behavioural disorders, diagnostic criteria for research . Geneva : World Health Organization .

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