Related references
Note: Only part of the references are listed.Treatment selection in borderline personality disorder between dialectical behavior therapy and psychodynamic psychiatric management
John R. Keefe et al.
PSYCHOLOGICAL MEDICINE (2021)
Targeted Prescription of Cognitive-Behavioral Therapy Versus Person-Centered Counseling for Depression Using a Machine Learning Approach
Jaime Delgadillo et al.
JOURNAL OF CONSULTING AND CLINICAL PSYCHOLOGY (2020)
Identifying the presence and timing of discrete mood states prior to therapy
Aaron J. Fisher et al.
BEHAVIOUR RESEARCH AND THERAPY (2020)
A demonstration of a multi-method variable selection approach for treatment selection: Recommending cognitive-behavioral versus psychodynamic therapy for mild to moderate adult depression
Zachary D. Cohen et al.
PSYCHOTHERAPY RESEARCH (2020)
Personalized prediction of antidepressant v. placebo response: evidence from the EMBARC study
Christian A. Webb et al.
PSYCHOLOGICAL MEDICINE (2019)
Machine learning and big data in psychiatry: toward clinical applications
Robb B. Rutledge et al.
CURRENT OPINION IN NEUROBIOLOGY (2019)
Sample Size Requirements for Multivariate Models to Predict Between-Patient Differences in Best Treatments of Major Depressive Disorder
Alex Luedtke et al.
CLINICAL PSYCHOLOGICAL SCIENCE (2019)
Towards integrating personalized feedback research into clinical practice: Development of the Trier Treatment Navigator (TTN)
Wolfgang Lutz et al.
BEHAVIOUR RESEARCH AND THERAPY (2019)
Treatment Selection in Depression
Zachary D. Cohen et al.
Annual Review of Clinical Psychology (2018)
In rape trauma PTSD, patient characteristics indicate which trauma-focused treatment they are most likely to complete
John R. Keefe et al.
DEPRESSION AND ANXIETY (2018)
Individual treatment selection for patients with posttraumatic stress disorder
Anne-Katharina Deisenhofer et al.
DEPRESSION AND ANXIETY (2018)
Cognitive behavioral therapy for anxiety and related disorders: A meta-analysis of randomized placebo-controlled trials
Joseph K. Carpenter et al.
DEPRESSION AND ANXIETY (2018)
Big Data and Machine Learning in Health Care
Andrew L. Beam et al.
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION (2018)
POINTS OF SIGNIFICANCE Statistics versus machine learning
Danilo Bzdok et al.
NATURE METHODS (2018)
Statistical and Machine Learning forecasting methods: Concerns and ways forward
Spyros Makridakis et al.
PLOS ONE (2018)
Comparing the Efficacy of CBASP with Two Versions of CBT for Depression in a Routine Care Center: A Randomized Clinical Trial
Winfried Rief et al.
PSYCHOTHERAPY AND PSYCHOSOMATICS (2018)
Performance evaluation of the GIS-based data mining techniques of best-first decision tree, random forest, and naive Bayes tree for landslide susceptibility modeling
Wei Chen et al.
SCIENCE OF THE TOTAL ENVIRONMENT (2018)
Using network analysis for the prediction of treatment dropout in patients with mood and anxiety disorders: A methodological proof-of-concept study
Wolfgang Lutz et al.
SCIENTIFIC REPORTS (2018)
Personalized evidence based medicine: predictive approaches to heterogeneous treatment effects
David M. Kent et al.
BMJ-BRITISH MEDICAL JOURNAL (2018)
The M4 Competition: Results, findings, conclusion and way forward
Spyros Makridakis et al.
INTERNATIONAL JOURNAL OF FORECASTING (2018)
Using patient self-reports to study heterogeneity of treatment effects in major depressive disorder
R. C. Kessler et al.
EPIDEMIOLOGY AND PSYCHIATRIC SCIENCES (2017)
POINTS OF SIGNIFICANCE Ensemble methods: bagging and random forests
Naomi Altman et al.
NATURE METHODS (2017)
POINTS OF SIGNIFICANCE Machine learning: a primer
Danilo Bzdok et al.
NATURE METHODS (2017)
Randomized controlled trial to evaluate the effects of personalized prediction and adaptation tools on treatment outcome in outpatient psychotherapy: study protocol
Wolfgang Lutz et al.
BMC PSYCHIATRY (2017)
Four Decades of Outcome Research on Psychotherapies for Adult Depression: An Overview of a Series of Meta-Analyses
Pim Cuijpers
CANADIAN PSYCHOLOGY-PSYCHOLOGIE CANADIENNE (2017)
Predicting the Future - Big Data, Machine Learning, and Clinical Medicine
Ziad Obermeyer et al.
NEW ENGLAND JOURNAL OF MEDICINE (2016)
Abandoning personalization to get to precision in the pharmacotherapy of depression
Roy H. Perlis
WORLD PSYCHIATRY (2016)
Comparative Effectiveness of Cognitive Therapy and Dynamic Psychotherapy for Major Depressive Disorder in a Community Mental Health Setting A Randomized Clinical Noninferiority Trial
Mary Beth Connolly Gibbons et al.
JAMA PSYCHIATRY (2016)
How effective are common medications: a perspective based on meta-analyses of major drugs
Stefan Leucht et al.
BMC MEDICINE (2015)
Machine learning: Trends, perspectives, and prospects
M. I. Jordan et al.
SCIENCE (2015)
MatchIt: Nonparametric Preprocessing for Parametric Causal Inference
Daniel E. Ho et al.
Journal of Statistical Software (2015)
Predicting Optimal Outcomes in Cognitive Therapy or Interpersonal Psychotherapy for Depressed Individuals Using the Personalized Advantage Index Approach
Marcus J. H. Huibers et al.
PLOS ONE (2015)
Feedback and therapist effects in the context of treatment outcome and treatment length
Wolfgang Lutz et al.
PSYCHOTHERAPY RESEARCH (2015)
Benefits and challenges in practice-oriented psychotherapy research in Germany: The TK and the QS-PSY-BAY projects of quality assurance in outpatient psychotherapy
Bernhard Michael Strauss et al.
PSYCHOTHERAPY RESEARCH (2015)
The Personalized Advantage Index: Translating Research on Prediction into Individualized Treatment Recommendations. A Demonstration
Robert J. DeRubeis et al.
PLOS ONE (2014)
The Efficacy of Cognitive-Behavioral Therapy and Psychodynamic Therapy in the Outpatient Treatment of Major Depression: A Randomized Clinical Trial
Ellen Driessen et al.
AMERICAN JOURNAL OF PSYCHIATRY (2013)
MissForest-non-parametric missing value imputation for mixed-type data
Daniel J. Stekhoven et al.
BIOINFORMATICS (2012)
Evaluation of random forest method for agricultural crop classification
Asli Ozdarici Ok et al.
EUROPEAN JOURNAL OF REMOTE SENSING (2012)
The Project of the Techniker-Krankenkasse: Some Comments on the Results by the Project's Scientific Advisory Board
Carl Eduard Scheidt et al.
PSYCHOTHERAPIE PSYCHOSOMATIK MEDIZINISCHE PSYCHOLOGIE (2012)
The Efficacy of Cognitive Behavioral Therapy: A Review of Meta-analyses
Stefan G. Hofmann et al.
COGNITIVE THERAPY AND RESEARCH (2012)
The Path to Personalized Medicine
Margaret A. Hamburg et al.
NEW ENGLAND JOURNAL OF MEDICINE (2010)
The efficacy of short-term psychodynamic psychotherapy for depression: A meta-analysis
Ellen Driessen et al.
CLINICAL PSYCHOLOGY REVIEW (2010)
A comparison of random forest and its Gini importance with standard chemometric methods for the feature selection and classification of spectral data
Bjoern H. Menze et al.
BMC BIOINFORMATICS (2009)
The Meta-Analysis of Clinical Judgment Project Effects of Experience on Judgment Accuracy
Paul M. Spengler et al.
COUNSELING PSYCHOLOGIST (2009)
Efficacy of the third wave of behavioral therapies:: A systematic review and meta-analysis
Lars-Goran Ost
BEHAVIOUR RESEARCH AND THERAPY (2008)
Psychotherapy for Depression in Adults: A Meta-Analysis of Comparative Outcome Studies
Pim Cuijpers et al.
JOURNAL OF CONSULTING AND CLINICAL PSYCHOLOGY (2008)
The number needed to treat for adalimumab, etanercept, and infliximab based on ACR50 response in three randomized controlled trials on established rheumatoid arthritis: a systematic literature review
L. E. Kristensen et al.
SCANDINAVIAN JOURNAL OF RHEUMATOLOGY (2007)
The probability of treatment success, failure and duration -: What can be learned from empirical data to support decision making in clinical practice?
Wolfgang Lutz et al.
CLINICAL PSYCHOLOGY & PSYCHOTHERAPY (2006)
Empirically and clinically useful decision making in psychotherapy: Differential predictions with treatment response models
Wolfgang Lutz et al.
PSYCHOLOGICAL ASSESSMENT (2006)
The meta-analysis of clinical judgment project:: Fifty-six years of accumulated research on clinical versus statistical prediction
S AEgisdottir et al.
COUNSELING PSYCHOLOGIST (2006)
Structure and change of the IIP-D pre- and postpsychotherapy - A replication using a Swiss clinical sample
Martin Grosse Holtforth et al.
EUROPEAN JOURNAL OF PSYCHOLOGICAL ASSESSMENT (2006)
The empirical status of cognitive-behavioral therapy: A review of meta-analyses
AC Butler et al.
CLINICAL PSYCHOLOGY REVIEW (2006)
A lab test and algorithms for identifying clients at risk for treatment failure
C Hannan et al.
JOURNAL OF CLINICAL PSYCHOLOGY (2005)
Preoperative chemoradiotherapy for oesophageal cancer:: a systematic review and meta-analysis
F Fiorica et al.
GUT (2004)
Comparative effects of short-term psychodynamic psychotherapy and cognitive-behavioral therapy in depression: A meta-analytic approach
F Leichsenring
CLINICAL PSYCHOLOGY REVIEW (2001)