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Grodniewicz JP, Hohol M. Waiting for a digital therapist: three challenges on the path to psychotherapy delivered by artificial intelligence. Front Psychiatry 2023; 14:1190084. [PMID: 37324824 PMCID: PMC10267322 DOI: 10.3389/fpsyt.2023.1190084] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Accepted: 05/15/2023] [Indexed: 06/17/2023] Open
Abstract
Growing demand for broadly accessible mental health care, together with the rapid development of new technologies, trigger discussions about the feasibility of psychotherapeutic interventions based on interactions with Conversational Artificial Intelligence (CAI). Many authors argue that while currently available CAI can be a useful supplement for human-delivered psychotherapy, it is not yet capable of delivering fully fledged psychotherapy on its own. The goal of this paper is to investigate what are the most important obstacles on our way to developing CAI systems capable of delivering psychotherapy in the future. To this end, we formulate and discuss three challenges central to this quest. Firstly, we might not be able to develop effective AI-based psychotherapy unless we deepen our understanding of what makes human-delivered psychotherapy effective. Secondly, assuming that it requires building a therapeutic relationship, it is not clear whether psychotherapy can be delivered by non-human agents. Thirdly, conducting psychotherapy might be a problem too complicated for narrow AI, i.e., AI proficient in dealing with only relatively simple and well-delineated tasks. If this is the case, we should not expect CAI to be capable of delivering fully-fledged psychotherapy until the so-called "general" or "human-like" AI is developed. While we believe that all these challenges can ultimately be overcome, we think that being mindful of them is crucial to ensure well-balanced and steady progress on our path to AI-based psychotherapy.
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Grodniewicz JP, Hohol M. Therapeutic Conversational Artificial Intelligence and the Acquisition of Self-understanding. THE AMERICAN JOURNAL OF BIOETHICS : AJOB 2023; 23:59-61. [PMID: 37130405 DOI: 10.1080/15265161.2023.2191021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
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Peill JM, Trinci KE, Kettner H, Mertens LJ, Roseman L, Timmermann C, Rosas FE, Lyons T, Carhart-Harris RL. Validation of the Psychological Insight Scale: A new scale to assess psychological insight following a psychedelic experience. J Psychopharmacol 2022; 36:31-45. [PMID: 34983255 PMCID: PMC8801624 DOI: 10.1177/02698811211066709] [Citation(s) in RCA: 48] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
INTRODUCTION As their name suggests, 'psychedelic' (mind-revealing) compounds are thought to catalyse processes of psychological insight; however, few satisfactory scales exist to sample this. This study sought to develop a new scale to measure psychological insight after a psychedelic experience: the Psychological Insight Scale (PIS). METHODS The PIS is a six- to seven-item questionnaire that enquires about psychological insight after a psychedelic experience (PIS-6) and accompanied behavioural changes (PIS item 7). In total, 886 participants took part in a study in which the PIS and other questionnaires were completed in a prospective fashion in relation to a planned psychedelic experience. For validation purposes, data from 279 participants were analysed from a non-specific 'global psychedelic survey' study. RESULTS Principal components analysis of PIS scores revealed a principal component explaining 73.57% of the variance, which displayed high internal consistency at multiple timepoints throughout the study (average Cronbach's α = 0.94). Criterion validity was confirmed using the global psychedelic survey study, and convergent validity was confirmed via the Therapeutic-Realizations Scale. Furthermore, PIS scores significantly mediated the relationship between emotional breakthrough and long-term well-being. CONCLUSION The PIS is complementary to current subjective measures used in psychedelic studies, most of which are completed in relation to the acute experience. Insight - as measured by the PIS - was found to be a key mediator of long-term psychological outcomes following a psychedelic experience. Future research may investigate how insight varies throughout a psychedelic process, its underlying neurobiology and how it impacts behaviour and mental health.
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Affiliation(s)
- Joseph M Peill
- Department of Brain Sciences, Centre for Psychedelic Research, Imperial College London, London, UK
| | - Katie E Trinci
- Department of Brain Sciences, Centre for Psychedelic Research, Imperial College London, London, UK
- Clinical Psychopharmacology Unit, Division of Psychology and Language Sciences, University College London, London, UK
| | - Hannes Kettner
- Department of Brain Sciences, Centre for Psychedelic Research, Imperial College London, London, UK
| | - Lea J Mertens
- Department of Brain Sciences, Centre for Psychedelic Research, Imperial College London, London, UK
| | - Leor Roseman
- Department of Brain Sciences, Centre for Psychedelic Research, Imperial College London, London, UK
| | - Christopher Timmermann
- Department of Brain Sciences, Centre for Psychedelic Research, Imperial College London, London, UK
| | - Fernando E Rosas
- Department of Brain Sciences, Centre for Psychedelic Research, Imperial College London, London, UK
- Data Science Institute, Imperial College London, London, UK
- Centre for Complexity Science, Imperial College London, London, UK
| | - Taylor Lyons
- Department of Brain Sciences, Centre for Psychedelic Research, Imperial College London, London, UK
| | - Robin L Carhart-Harris
- Department of Brain Sciences, Centre for Psychedelic Research, Imperial College London, London, UK
- Psychedelics Division, Neuroscape, University of California San Francisco, San Francisco, CA, USA
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Davis AK, Barrett FS, So S, Gukasyan N, Swift TC, Griffiths RR. Development of the Psychological Insight Questionnaire among a sample of people who have consumed psilocybin or LSD. J Psychopharmacol 2021; 35:437-446. [PMID: 33427007 PMCID: PMC8056708 DOI: 10.1177/0269881120967878] [Citation(s) in RCA: 58] [Impact Index Per Article: 19.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
BACKGROUND Several measures have been developed to examine acute psychedelic effects (e.g. mystical-type and challenging experiences), but no measure assesses acute psychologically insightful experiences that may occur during psychedelic experiences. AIM The purpose of this study was to develop and examine the psychometric properties of the Psychological Insight Questionnaire. METHOD A cross-sectional survey study among psilocybin and LSD users. Respondents (n=1661; Mage=22.9, standard deviation=8.5; Caucasian/White=83%; non-Hispanic=91%; men=72%; United States resident=66%) completed an Internet-based survey. RESULTS The Psychological Insight Questionnaire consists of 23 items with two subscales: (a) Avoidance and Maladaptive Patterns Insights and (b) Goals and Adaptive Patterns Insights. Construct validity of the Psychological Insight Questionnaire was supported by strong correlations of the Psychological Insight Questionnaire (and Avoidance and Maladaptive Patterns Insights and Goals and Adaptive Patterns Insights subscales) scores with the insight subscale of the Session Impacts Scale, and weak-to-moderate correlations with the Mystical Experiences and Challenging Experiences Questionnaires. Furthermore, Psychological Insight Questionnaire (and Avoidance and Maladaptive Patterns Insights and Goals and Adaptive Patterns Insights subscales) scores were moderately-to-strongly correlated with retrospectively reported increases in psychological flexibility, and well-being/life satisfaction that were attributed to a memorable psychedelic experience. Lastly, incremental validity was established showing that the Psychological Insight Questionnaire (and Avoidance and Maladaptive Patterns Insights subscale) scores predict unique variance in changes in psychological flexibility, and Psychological Insight Questionnaire (and Avoidance and Maladaptive Patterns Insights and Goals and Adaptive Patterns Insights subscales) scores predict changes in well-being and life satisfaction, beyond measures of acute mystical-type and challenging effects. CONCLUSIONS The Psychological Insight Questionnaire has the potential to extend the understanding of the acute and enduring effects of psychedelics. Further longitudinal research is necessary to determine the long-term predictive validity of the Psychological Insight Questionnaire and to examine the role of psychological insight in predicting therapeutic outcomes.
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Affiliation(s)
- Alan K Davis
- College of Social Work, The Ohio State University, Columbus, USA
- Center for Psychedelic and Conscioussness Research, Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, USA
| | - Frederick S Barrett
- Center for Psychedelic and Conscioussness Research, Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, USA
| | - Sara So
- Center for Psychedelic and Conscioussness Research, Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, USA
| | - Natalie Gukasyan
- Center for Psychedelic and Conscioussness Research, Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, USA
| | - Thomas C Swift
- Center for Psychedelic and Conscioussness Research, Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, USA
- RiverStyx Foundation, Kirkland, USA
| | - Roland R Griffiths
- Center for Psychedelic and Conscioussness Research, Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, USA
- Department of Neuroscience, Johns Hopkins School of Medicine, Baltimore, USA
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Jennissen S, Connolly Gibbons MB, Crits-Christoph P, Huber J, Nikendei C, Schauenburg H, Dinger U. Insight into conflictual relationship patterns: Development and validation of an observer rating scale. Psychother Res 2019; 30:934-947. [PMID: 31739762 DOI: 10.1080/10503307.2019.1688882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/25/2022] Open
Abstract
Objective: This study aimed to develop an observer-rated measure of Insight into Conflictual Relationship Patterns (ICR) applicable to audio- or videotapes of psychotherapy sessions and conduct a first psychometric evaluation. Method: We investigated the item properties, principal components, reliability, and validity of the ICR in a naturalistic sample of N = 125 outpatients in psychodynamic psychotherapy. Results: The ICR consists of 12 items that showed adequate item discrimination and item difficulty indices. All items represent one principal component. Using item response theory, discrimination parameters and item characteristic curves revealed that the ability of all items to differentiate patients was adequate to very good. The scale demonstrated good interrater reliability (ICC(3,1) = .76-.93), adequate internal consistency (Cronbach's α = .84), and high retest reliability (r = .91). Regarding validity, the ICR was significantly associated with insight according to the Achievement of Therapeutic Objectives Scale and patient-perceived session depth. Insight at session five predicted a symptomatic increase from session five to session ten. Conclusion: The ICR is an observer-rated measure to assess insight from psychotherapy session recordings that has demonstrated several aspects of reliability and validity. Future studies are needed to clarify the impact of ICR-assessed insight for symptomatic outcome.
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Affiliation(s)
- Simone Jennissen
- Department of General Internal Medicine and Psychosomatics, University Hospital Heidelberg, Heidelberg, Germany
| | | | - Paul Crits-Christoph
- Department of Psychiatry, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Julia Huber
- Department of General Internal Medicine and Psychosomatics, University Hospital Heidelberg, Heidelberg, Germany
| | - Christoph Nikendei
- Department of General Internal Medicine and Psychosomatics, University Hospital Heidelberg, Heidelberg, Germany
| | - Henning Schauenburg
- Department of General Internal Medicine and Psychosomatics, University Hospital Heidelberg, Heidelberg, Germany
| | - Ulrike Dinger
- Department of General Internal Medicine and Psychosomatics, University Hospital Heidelberg, Heidelberg, Germany
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Edwards J. The extant rationale for mandated therapy during psychotherapy and counselling training: a critical interpretive synthesis. BRITISH JOURNAL OF GUIDANCE & COUNSELLING 2017. [DOI: 10.1080/03069885.2017.1334110] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Affiliation(s)
- Jane Edwards
- School of Health & Social Development, Deakin University, Victoria, Australia
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Kealy D, Sierra-Hernandez CA, Piper WE, Joyce AS, Weideman R, Ogrodniczuk JS. Short-Term Group Therapy for Complicated Grief: The Relationship Between Patients' In-Session Reflection and Outcome. Psychiatry 2017; 80:125-138. [PMID: 28767332 DOI: 10.1080/00332747.2016.1220231] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
OBJECTIVE The objective of the present study was to examine the nature of patients' work in two types of short-term group psychotherapy. The study sought to investigate the relationship between patients' psychodynamic work versus supportive work in group psychotherapy and treatment outcome at termination and at 6-month follow-up. Psychodynamic work refers to reflection regarding intrapsychic motivations, defenses, and relational patterns, and supportive work refers to practical problem solving. METHOD Participants were 110 patients who completed two forms of group therapy for complicated grief: interpretive therapy and supportive therapy. Two types of patients' in-session activity-psychodynamic work and supportive work-were rated by group therapists in both treatments. Pre-post and follow-up outcome domains included general symptoms, grief symptoms, and life dissatisfaction/severity of target objectives. RESULTS There was no significant difference in the nature of patients' therapeutic work between interpretive and supportive groups. Psychodynamic work was associated with pre-post improvement in grief symptoms. Psychodynamic work was also associated with further improvement in grief symptoms at 6-month follow-up, along with improvement in broader symptom domains. Supportive work was not associated with any pre-post or follow-up benefit. CONCLUSION The findings provide evidence that psychodynamic work-focused on the development of insight and self-reflection-in group psychotherapy can contribute to further benefit after the completion of treatment. This finding cut across two approaches to short-term group therapy for complicated grief, suggesting that it may reflect a general curative mechanism of group treatments.
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