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Book Development and evaluation of an internet based treatment for generalized anxiety disorder

Download or read book Development and evaluation of an internet based treatment for generalized anxiety disorder written by Mats Dahlin and published by Linköping University Electronic Press. This book was released on 2020-09-28 with total page 83 pages. Available in PDF, EPUB and Kindle. Book excerpt: Generalized anxiety disorder (GAD) is a chronic condition characterized by an excessive and uncontrollable worry. GAD has a highly negative impact on all aspects of life, and the costs for society are considerable. Cognitive behaviour therapy (CBT), delivered face-to- face or online, has been shown to be effective in treating GAD. However, there are still room for improvement, with treatment content and format of delivery being two areas to further investigate. Internet-based treatments are often based on a generic CBT model of GAD and include treatment strategies such as cognitive restructuring and relaxation. Furthermore, the impact of therapist support has shown inconclusive results. Overall, this thesis aimed to evaluate the effects of a new internet-based treatment for GAD, based on acceptance, mindfulness, and valued action, delivered with different types of support. Study I was a small pilot trial with a within-group design. The study included 16 participants diagnosed with GAD who received the newly developed treatment program with weekly therapist support. Statistically significant and large effect sizes were observed on self-rated worry at post-treatment, and the effects were maintained at a three-months follow-up. Study II included 103 participants diagnosed with GAD who were randomized to nine weeks of treatment with the treatment program and weekly support, or a waiting-list control group. Statistically significant moderate to large effects were observed on primary and secondary outcomes in favour of the treatment. The exception was a measure of quality of life, with no significant difference between the two groups. The treatment effects were maintained at a six-months follow-up. Study III was a pilot trial including 33 participants diagnosed with GAD. A within-group design was used to investigate the effects of the treatment program delivered with automated messages and support on demand. Significant and large within-group effects were observed on all outcome measures at post-treatment with the exception of quality of life, for which there was a small effect. Study IV was a pilot factorial design trial that compared the acceptance-based treatment program against a self-tailored treatment, as well as two types of support: scheduled support and support on demand. The study included 85 participants with GAD randomized to four different treatment groups. Significant moderate to large effects were observed in all treatment groups, with no statistically significant differences between the groups on self-rated outcome measures. Receiving scheduled support was rated as more positive than support on demand, and self-tailored treatment was rated as more positive than the acceptance-based treatment. Treatment satisfaction was high in all studies. In conclusion, the studies indicate that an internet-based treatment based on acceptance, mindfulness, and valued action is a viable option in the treatment of GAD. Generaliserat ångestsyndrom (GAD) är ett kroniskt tillstånd som kännetecknas av överdriven och okontrollerbar oro. Internetbaserad kognitiv beteendeterapi (IKBT) har visat sig vara effektiv vid behandling av GAD. Behandlingarna baseras ofta på en traditionell KBT modell med tekniker som kognitiv omstrukturering och avslappning. IKBT inkluderar ofta även stöd från en behandlare, men stödets inverkan på metodens behandlingseffekter har visat på blandade resultat. Det finns det fortfarande mycket att lära om hur behandlingarnas innehåll och grad av behandlarstöd påverkar utfallet. Syftet med avhandlingen var att utvärdera behandlingseffekterna av ett nytt acceptansbaserat behandlingsprogram för GAD, förmedlat via internet, med endera veckovist stöd eller stöd vid behov. De fyra inkluderade studierna visar att behandlingen resulterade i signifikanta effekter på oro, GAD-symtom och komorbida depressiva symtom. Behandlingen var effektivare än kontrollgrupp (väntelista). Vid jämförelse med en aktiv behandling var effekterna likvärdiga. Att förmedla behandlingen med veckovist stöd eller stöd vid behov resulterade i jämförbara effekter på symptomskattningar. Dock slutförde fler som fick veckovist stöd hela behandlingen och de var även mer nöjda både med stödet och behandlingen. Behandlingseffekterna var jämförbara med tidigare IKBT-studier för GAD och deltagarna rapporterade hög grad av nöjdhet i alla studier. Sammanfattningsvis är acceptansbaserad internetförmedlad behandling ett effektivt alternativ vid behandling av GAD.

Book Generalized Anxiety Disorder and Worrying

Download or read book Generalized Anxiety Disorder and Worrying written by Alexander Gerlach and published by John Wiley & Sons. This book was released on 2020-09-02 with total page 408 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive and authoritative guide to anxiety disorder and worry Generalized Anxiety Disorder offers a comprehensive review of the most current research and therapeutic modalities related to generalized anxiety disorder and worry (GAD). With contributions from an international panel of experts, the Handbook links the basic science of anxiety and worry to the effective treatments that can be applied to help those who suffer from these conditions. Reflecting the most recent research and developments on the topic, the Handbook contains information on cross-cultural issues, transdiagnostic questions, as well as material on learning theory, biological theory, psychotherapy, and psychopharmacology. The contributors offer an in-depth examination of a range of topics such as rumination and obsessions and contains several novel approaches to treating the disorder. This comprehensive resource: Contains the most current information available on the topic Explores the consequences of worrying and other mental disorders such as illness anxiety and sleep disorders Includes contributions from an international panel of experts Offers insight into the future of treatment outcomes and translational research Written for practitioners, researchers, and trainees of clinical psychology and psychiatry, Generalized Anxiety Disorder addresses the assessment and empirically supported treatment of generalized anxiety disorder.

Book The Development and Preliminary Evaluation of an Internet Based Self help Intervention for Social Anxiety Disorder with Videoconferencing Therapist Support

Download or read book The Development and Preliminary Evaluation of an Internet Based Self help Intervention for Social Anxiety Disorder with Videoconferencing Therapist Support written by Marina Gershkovich and published by . This book was released on 2013 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: Social anxiety disorder (SAD) is one of the most prevalent psychiatric disorders in the United States. Although evidenced-based behavioral treatments are available, less than 20% of those with SAD receive treatment (Grant et al., 2005). The disparity between the number of individuals affected and those obtaining treatment is due to a number of factors, including limited accessibility to therapists practicing evidence-based interventions such as cognitive behavior therapy, geographic factors, and financial cost. Internet-based interventions may be utilized to overcome some of these barriers. Guided Internet-based therapeutic interventions have been demonstrated to be effective for social anxiety (e.g., Andersson et al., 2006). The optimal role (if any) of the therapist in such programs, including the amount of therapist time necessary for effective treatment, remains unclear. The purpose of this pilot study was to develop a novel Internet self-help CBT intervention and to assess the preliminary efficacy and acceptability of the program with minimal therapist support delivered through a common videoconferencing platform, for the treatment of SAD in adults. The intervention program is derived from an acceptance-based CBT program that utilizes traditional behavioral interventions (e.g., exposure) within the context of a model emphasizing mindfulness and psychological acceptance. Thirteen participants received the Internet-based self-help intervention consisting of eight weekly modules, and a brief weekly videoconferencing therapist check-in. Participants were assessed at pre-treatment, mid-treatment, and post-treatment on both outcome and process measures. Participants rated the treatment program as highly acceptable. The results indicate that participants experienced a significant reduction in SAD symptoms and improvements in functioning and quality of life. Implications and future directions are discussed.

Book Cognitive Behavioral Therapy for Tinnitus

Download or read book Cognitive Behavioral Therapy for Tinnitus written by Eldré W. Beukes and published by Plural Publishing. This book was released on 2020-10-28 with total page 271 pages. Available in PDF, EPUB and Kindle. Book excerpt: For many individuals afflicted with tinnitus, the condition causes substantial distress. While there is no known cure for tinnitus, cognitive behavioral therapy (CBT) can offer an effective strategy for managing the symptoms and side effects of chronic tinnitus. Cognitive Behaviorial Therapy for Tinnitus is the first book to provide comprehensive CBT counseling materials specifically developed for the management of tinnitus. This valuable professional book has two primary purposes: to provide clinical guidelines for audiologists who are offering CBT-based counseling for tinnitus and to provide self-help materials for individuals with tinnitus. In addition, these materials may be of interest to researchers developing evidence-based therapies for tinnitus. The book is structured into three sections. Section A provides background information about the theoretical aspects of CBT and some practical tips on how to use this book. Section B provides the CBT counseling, or self-help materials, which can be used by both audiologists and those with tinnitus. Finally, Section C provides some supplementary materials for clinicians that can aid monitoring and engagement of individuals experiencing tinnitus during the course of intervention. Key Features: * The CBT materials contained in this text have been tested in numerous clinical trials across the globe (Australia, Germany, Sweden, United Kingdom, and the United States) both as self-help book chapters and self-help materials delivered via the Internet. * The counseling materials are presented at minimum reading grade level (U.S. 6th grade level) to maximize reader engagement. * The authors of this book have extensive experience in the management of tinnitus, offering useful insights for clinicians and those with tinnitus. * Includes expert advice videos for each chapter to facilitate its adoption to clinical practice.

Book Obsessive Compulsive and Related Disorders

Download or read book Obsessive Compulsive and Related Disorders written by Samar Reghunandanan and published by OUP Oxford. This book was released on 2015-06-25 with total page 167 pages. Available in PDF, EPUB and Kindle. Book excerpt: Providing clinicians and patients with the latest developments in research, this new edition is a succinct and practical introduction to the diagnosis, evaluation and management of OCD and other related disorders. Part of the Oxford Psychiatry Library series, this pocketbook includes individual chapters on the phenomenology, pathogenesis, pharmacotherapy and psychotherapy of OCD and other related disorders, and features fully updated content and research. The book also includes a helpful resources chapter, and an Appendix with summaries of the major rating scales used to assess patients with OCD, which will be of use to both clinicians and patients. Obsessive-compulsive disorder (OCD) and Obsessive-compulsive-related disorders (OCRDs) are anxiety disorders characterized by obsessions and compulsions, and varying degrees of anxiety and depression. OCRDs are considered to be one of the most disabling of psychiatric disorders and they present a tremendous economic and social burden, both for the affected individual, their family, and for society at large. In contrast to other psychiatric conditions of a comparable or lesser prevalence and patient burden, relatively little is understood about the aetiology, and cognitive effects of OCRDs.

Book Learning how to recover from stress related disorders via internet based interventions

Download or read book Learning how to recover from stress related disorders via internet based interventions written by Robert Persson Asplund and published by Linköping University Electronic Press. This book was released on 2021-01-18 with total page 85 pages. Available in PDF, EPUB and Kindle. Book excerpt: Stress has become one of the major challenges of modern society, especially within the working population, causing significant costs and personal problems. However, the range of prevention and treatment is not at all proportionate to the needs of the public. Internet provides new options for broad dissemination and a growing body of evidence suggest that internet-based interventions for stress could be effective. However, few studies have examined the efficacy in clinical samples or how participants experience these new treatment delivery formats. Further, only a limited number of studies have evaluated the efficacy of work-focused stress interventions on work-related outcomes (e.g., absenteeism), and if recovery has the potential in stress-prevention. In the present thesis, internet-based cognitive behavioural stress interventions (iCBT), designed to reduce symptoms of stress and increase recovery and workparticipation among 117 managers and 260 employees, were evaluated in three randomized controlled trials (Study I, III and IV) and a qualitative study (Study II). Results of Study I and III indicate that the iCBT for managers and employees with stress-related disorders was effective in reducing symptoms of chronic stress. In Study III effects on work-related outcomes, e.g., work ability and absenteeism, were only seen in the work-focused iCBT. In Study II, participants found the work-focused iCBT to be accessible and feasible and reported positive experiences on stress and well-being in both life and at work. Finally, preliminary results in Study IV suggest that recovery experiences, an important protective factor against chronic stress, could be improved by a brief internet-based recovery intervention. In conclusion, if implemented, these relatively brief and accessible interventions could be a feasible way to increase access to treatment and learning distressed employees and others how to prevent and recover from stress-related disorders.

Book Guided Internet Based Treatments in Psychiatry

Download or read book Guided Internet Based Treatments in Psychiatry written by Nils Lindefors and published by Springer. This book was released on 2016-01-07 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a practically oriented overview of internet-based treatments in psychiatry and mental health care, which represent a relatively new research area and offer a novel clinical approach. The principal focus is on internet-based cognitive behavior therapy, as this is currently the best example of evidence-based internet interventions in the field. Applications are described in a wide range of conditions, including, for example, depression, panic disorder, anxiety disorders, obsessive-compulsive disorder, post-traumatic stress disorder, eating disorders and addictions. Research background, clinical trials and evidence for efficacy and effectiveness are discussed and helpful case descriptions, provided. Information is also included on cost-effectiveness and other relevant aspects of health economics and on new technologies and future challenges. Guided Internet-Based Treatments in Psychiatry will be of great interest for practitioners and researchers alike.

Book The Internet and CBT

    Book Details:
  • Author : Gerhard Andersson
  • Publisher : CRC Press
  • Release : 2014-10-13
  • ISBN : 1444170228
  • Pages : 164 pages

Download or read book The Internet and CBT written by Gerhard Andersson and published by CRC Press. This book was released on 2014-10-13 with total page 164 pages. Available in PDF, EPUB and Kindle. Book excerpt: Comprehensive and practical, The Internet and CBT: A Clinical Guide describes how cognitive behavioural therapy can be delivered via the Internet, email, open access programmes, online communities and via smartphone. Detailing how these alternative methods of CBT support can be integrated within a busy practice, it is invaluable for all CBT clinici

Book A Guide To Treatments that Work

Download or read book A Guide To Treatments that Work written by Peter Nathan and published by Oxford University Press. This book was released on 2002-01-18 with total page 705 pages. Available in PDF, EPUB and Kindle. Book excerpt: A fully revised and updated edition of this unique and authoritative reference The award-winning A Guide to Treatments that Work , published in 1998, was the first book to assemble the numerous advances in both clinical psychology and psychiatry into one accessible volume. It immediately established itself as an indispensable reference for all mental health practitioners. Now in a fully updated edition,A Guide to Treatments that Work, Second Edition brings together, once again, a distinguished group of psychiatrists and clinical psychologists to take stock of which treatments and interventions actually work, which don't, and what still remains beyond the scope of our current knowledge. The new edition has been extensively revised to take account of recent drug developments and advances in psychotherapeutic interventions. Incorporating a wealth of new information, these eminent researchers and clinicians thoroughly review all available outcome data and clinical trials and provide detailed specification of methods and procedures to ensure effective treatment for each major DSM-IV disorder. As an interdisciplinary work that integrates information from both clinical psychology and psychiatry, this new edition will continue to serve as an essential volume for practitioners of every kind: psychiatrists, psychologists, clinical social workers, counselors, and mental health consultants.

Book Panic and Agoraphobia Scale  PAS

Download or read book Panic and Agoraphobia Scale PAS written by Borwin Bandelow and published by Seattle ; Toronto : Hogrefe & Huber Publishers. This book was released on 1999 with total page 96 pages. Available in PDF, EPUB and Kindle. Book excerpt: Contains 13 questions that asses the sevirity of PDA and monitor treatment efficacy in 5 subscores: panic attacks, agoraphobic avoidance, anticipatory anxiety, disability and worries about health

Book Doing Meta Analysis with R

Download or read book Doing Meta Analysis with R written by Mathias Harrer and published by CRC Press. This book was released on 2021-09-15 with total page 500 pages. Available in PDF, EPUB and Kindle. Book excerpt: Doing Meta-Analysis with R: A Hands-On Guide serves as an accessible introduction on how meta-analyses can be conducted in R. Essential steps for meta-analysis are covered, including calculation and pooling of outcome measures, forest plots, heterogeneity diagnostics, subgroup analyses, meta-regression, methods to control for publication bias, risk of bias assessments and plotting tools. Advanced but highly relevant topics such as network meta-analysis, multi-three-level meta-analyses, Bayesian meta-analysis approaches and SEM meta-analysis are also covered. A companion R package, dmetar, is introduced at the beginning of the guide. It contains data sets and several helper functions for the meta and metafor package used in the guide. The programming and statistical background covered in the book are kept at a non-expert level, making the book widely accessible. Features • Contains two introductory chapters on how to set up an R environment and do basic imports/manipulations of meta-analysis data, including exercises • Describes statistical concepts clearly and concisely before applying them in R • Includes step-by-step guidance through the coding required to perform meta-analyses, and a companion R package for the book

Book Diagnosis and Treatment of Anxiety Disorders

Download or read book Diagnosis and Treatment of Anxiety Disorders written by Robert O. Pasnau and published by American Psychiatric Publishing. This book was released on 1984 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Anxiety Disorders Interview Schedule for DSM IV   Parent interview schedule

Download or read book Anxiety Disorders Interview Schedule for DSM IV Parent interview schedule written by Wendy K. Silverman and published by . This book was released on 1996 with total page 108 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Just know it

    Book Details:
  • Author : Matilda Berg
  • Publisher : Linköping University Electronic Press
  • Release : 2021-02-23
  • ISBN : 9179296874
  • Pages : 78 pages

Download or read book Just know it written by Matilda Berg and published by Linköping University Electronic Press. This book was released on 2021-02-23 with total page 78 pages. Available in PDF, EPUB and Kindle. Book excerpt: The role of explicit, declarative knowledge in general health care and in psychotherapy is a growing field of research. In many areas of healthcare, knowledge is regarded as an important factor for successful interventions. Participants within mental-health interventions should ideally gain knowledge about their specific conditions and strategies to improve, in order to manage their problems in more helpful ways. In Cognitive Behaviour Therapy (CBT), explicit knowledge is a core feature when treating clients and educating them about their symptoms, problems and potential solutions. Still, the role of knowledge and its relation to treatment outcome within CBT treatments is unclear. CBT administered over the internet (ICBT), is mainly based on psychoeducative texts and thus provides a suitable format for an initial evaluation of explicit knowledge within a clinical research context. The role of explicit knowledge could be of particular importance in the study of younger target groups, who probably have their first treatment experience. Their knowledge gain and its use could be of importance both as separate constructs but also in relation to symptom reduction following treatment. The overarching aim of this thesis was to explore the role of explicit knowledge in internet-delivered CBT for adolescents with depression and anxiety. Study I explored the role of explicit knowledge in a randomised controlled trial with adolescents suffering from primary depression. A knowledge test was constructed and administered at pre- and post-treatment. Results showed that explicit knowledge and certainty of knowledge about depression, anxiety and CBT increased during treatment, but that these variables were unrelated to treatment outcome. Lower pre-treatment knowledge levels (certainty) however predicted greater improvement in depressive symptoms. Study II describes the procedure of developing a new knowledge test in the context of ICBT for adolescents with depression and anxiety. An explorative factor analysis was performed and resulted in a three-factor solution with the following factors: Act in aversive states, Using positive reinforcement, and Shifting attention. The procedure presented could illustrate one way of creating a test for knowledge evaluation in ICBT, but its clinical use needs to be evaluated further. In Study III, participants from a randomised controlled trial of ICBT for adolescent depression were asked about their acquired knowledge and knowledge use six months later. Qualitative methodology (thematic analysis) was used. The results showed two overarching ways that clients can remember and relate to CBT-principles after treatment; one more explicit way related to the active application of CBT principles, and another vague way of recalling treatment content and the passive usage of CBT. Both ways of recalling CBT principles were related to experiencing the treatment as helpful. Study IV evaluated the role of learning strategies and chat-sessions in ICBT for adolescents with anxiety and depression. A total of 120 adolescents were randomised to one of four treatment groups, in a 2x2 factorial design with the two factors: with or without learning support and/or chat-sessions. Overall, the results showed general reductions of anxiety and depressive symptoms, and increased knowledge levels. Participants receiving learning strategies during treatment obtained more immediate benefits in treatment outcome and knowledge levels, but at six months follow-up participants without learning support had reached equal amounts of knowledge and symptom reduction. Chat-sessions did not add any effect on treatment outcome or knowledge levels. In conclusion, this thesis suggests that explicit knowledge is a construct that is independent of symptom reduction and increases during ICBT treatments for adolescents with depression and anxiety. Increased knowledge, and increased certainty of knowledge, are valuable outcomes since CBT emphasises educating clients about symptoms, therapeutic principles, and strategies that they can remember and use later on. The lack of association between explicit knowledge gain and symptom reduction could indicate that explicit knowledge is a necessary but insufficient factor for symptom reduction. Adding learning strategies within a treatment programme could be of importance for enhancing short-term treatment effects. There is a continued need for more research on the role of knowledge in ICBT, both as an outcome and as a way to improve treatment effects. The findings in this thesis however suggest that research on explicit knowledge is important to understand what makes ICBT work. Explicit kunskap och dess roll i psykoterapi är ett växande forskningsområde. I kognitiv beteendeterapi (KBT) har explicit kunskap en kärnfunktion då man behandlar klienter och utbildar dem om deras symptom, problemområden och potentiella lösningar. Trots detta är kunskapens roll och dess relation till behandlingsresultat vid KBT oklar. KBT som administreras via internet (IKBT) baseras huvudsakligen på psykoedukativa texter, och kan således vara ett lämpligt format för en initial utvärdering av explicit kunskap. Syftet med denna avhandling var att undersöka om kunskap ökar under IKBT för tonåringar med depression och ångest, dess relation till behandlingsutfall, och om lärandestöd kan öka effekten av behandling. De fyra inkluderade studierna visar att explicit kunskap är ett unikt konstrukt som, oberoende av symtomminskning, ökar under behandling. Deltagare kan komma ihåg behandlingsinnehåll och uppleva KBT kunskap som användbart i deras vardag. Detta är ett värdefullt resultat då KBT betonar vikten av att utbilda klienter om symtom, principer och strategier som de kan komma ihåg och använda. Ett nytt kunskapstest utvecklades och validerades initialt för potentiell användning i framtida kliniska studier. En av studierna visade, via experimentell design, att lärandestöd i behandlingsmoduler kan förbättra kortvariga behandlingseffekter. Sammanfattningsvis är forskning om explicit kunskap viktigt för att förstå vad som får IKBT att fungera.

Book Social Anxiety Disorder

    Book Details:
  • Author : National Collaborating Centre for Mental Health (Great Britain)
  • Publisher :
  • Release : 2013-08-01
  • ISBN : 9781909726031
  • Pages : 323 pages

Download or read book Social Anxiety Disorder written by National Collaborating Centre for Mental Health (Great Britain) and published by . This book was released on 2013-08-01 with total page 323 pages. Available in PDF, EPUB and Kindle. Book excerpt: Social anxiety disorder is persistent fear of (or anxiety about) one or more social situations that is out of proportion to the actual threat posed by the situation and can be severely detrimental to quality of life. Only a minority of people with social anxiety disorder receive help. Effective treatments do exist and this book aims to increase identification and assessment to encourage more people to access interventions. Covers adults, children and young people and compares the effects of pharmacological and psychological interventions. Commissioned by the National Institute for Health and Clinical Excellence (NICE). The CD-ROM contains all of the evidence on which the recommendations are based, presented as profile tables (that analyse quality of data) and forest plots (plus, info on using/interpreting forest plots). This material is not available in print anywhere else.

Book Looking into the Future

Download or read book Looking into the Future written by Carl-Johan Uckelstam and published by Linköping University Electronic Press. This book was released on 2021-01-21 with total page 70 pages. Available in PDF, EPUB and Kindle. Book excerpt: Psychotherapy research has shifted from mainly focusing on the average effects of different treatments to concentrating more on questions related to the individual patient. When research attention shifts, it can give rise to the implementation of new statistical methods that, in turn, can illuminate new challenges that must be addressed. The aim of the thesis was to study how traditional methods for predicting certain psychotherapy outcomes have been conducted in the past, and how more advanced statistical methods might be used to enhance knowledge of how to predict these outcomes today. Three studies were performed: Paper I focused on how Multi Level Modeling (MLM) can be used to study certain aspects of the relationship between working alliance and treatment outcome. In Paper II, Latent Profile Analysis (LPA) and item-level analysis were used to give nuance to the relationship between psychological distress at baseline and change rate during treatment. Finally, in Paper III, Machine Learning (ML) was used to detect dropout patients in the early phase of treatment by exploring complex patterns of symptom distress during the early phase of treatment. The thesis showed how different goals of scientific exploration can be studied in the context of routine care with the use of these statistical frameworks and discussed some of the challenges and opportunities worth noting when entering this line of research. Psykoterapiforskning har på senare tid gått från att fokusera på genomsnittliga effekter av olika behandlingsinriktningar, till att inrikta sig mer mot den enskilda patienten. När fokus förflyttas på det här sättet kan det leda till att nya statistiska metoder behöver tillämpas vilket i sin tur kan leda till nya utmaningar för psykoterapiforskaren. Syftet med avhandlingen var att undersöka hur traditionella statistiska metoder har använts för att studera olika typer av psykoterapiutfall i rutinmässig vård, och hur mer avancerade statistiska metoder kan tillämpas för att öka kunskapen om hur dessa utfall kan prediceras. Tre studier genomfördes. Studie I fokuserade på hur flernivåanalys kan användas för att studera relationen mellan arbetsallians och behandlingsutfall. I studie II användes latent profilanalys för att studera sambandet mellan psykologiska besvär vid det första besöket och symptomförändring under behandlingens gång. Slutligen, I studie III, tillämpades maskininlärning för att upptäcka patienter med risk att hoppa av behandlingen i förtid. Sammanfattningsvis belystes i avhandlingen hur olika typer av vetenskapliga frågeställningar kan studeras i en klinisk kontext med hjälp av dessa statistiska ramverk samt några av de fördelar och begräsningar som är viktiga att notera när de tillämpas.