Psychotherapy and Artificial Intelligence: A Proposal for Alignment
Open accessAbstract
Brief Psychotherapy assists patients to become aware and change their behavior when facing an immediate emotional conflict, and to implement a transformation process through actions of listening, observing, increasing awareness and making interventions. Therapeutic work employs tools and techniques to trigger a process of change, emphasizing cognitive and affective understanding. This article presents an approach that combines Psychology and Artificial Intelligence with the purpose of enhancing psychotherapy with computer-implemented tools. This approach highlights the intersection between these two knowledge areas and shows how machine intelligence can help to characterize affective areas, construct genograms, determine degree of differentiation of self, investigate cognitive interaction patterns, and achieve self-awareness and redefinition. The conceptual proposal was implemented by a web application, and a sample of computer-aided analysis is presented.
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AI is an add-on tool for the therapeutic process.
“AI is therefore an add-on tool for the therapeutic process [69].”
From Using Artificial Intelligence to Enhance Ongoing Psychological Interventions for Emotional Problems in Real- or Close to Real-Time: A Systematic Review (2022) · cites this paper as [69]
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Cites
Zadeh, L. A. (1965) · Information and Control · doi:10.1016/s0019-9958(65)90241-x · Cited by 67,855 · see citing works
Artificial intelligence: A modern approach
Nilsson, N. J. (1996) · Artificial Intelligence · doi:10.1016/0004-3702(96)00007-0 · Cited by 10,726 · see citing works
I.—COMPUTING MACHINERY AND INTELLIGENCE
TURING, A. M. (1950) · Mind · doi:10.1093/mind/lix.236.433 · Cited by 10,290 · see citing works
Kline, P. (1993) · Personality and Individual Differences · doi:10.1016/0191-8869(93)90054-7 · Cited by 8,800 · see citing works
From game design elements to gamefulness: defining "gamification"
Deterding, S., Dixon, D., Khaled, R., & Nacke, L. (2011) · Proceedings of the 15th International Academic MindTrek Conference: Envisioning Future Media Environments · doi:10.1145/2181037.2181040 · Cited by 8,402 · see citing works
ELIZA—a computer program for the study of natural language communication between man and machine
Weizenbaum, J. (1966) · Communications of the ACM · doi:10.1145/365153.365168 · Cited by 4,452 · see citing works
A Machine-Oriented Logic Based on the Resolution Principle
Robinson, J. A. (1965) · Journal of the ACM · doi:10.1145/321250.321253 · Cited by 3,916 · see citing works
ELIZA — a computer program for the study of natural language communication between man and machine
Weizenbaum, J. (1983) · Communications of the ACM · doi:10.1145/357980.357991 · Cited by 2,765 · see citing works
Fitzpatrick, K. K., Darcy, A., & Vierhile, M. (2017) · JMIR Mental Health · doi:10.2196/mental.7785 · Cited by 2,730 · cited 1× · see citing works
“Fitzpatrick et al. (2017) presents a fully automated conversational agent to deliver a self-help program for college students who identify themselves as having symptoms of anxiety and depression.”
BackgroundGeneral System Theory: Foundations, Development, Applications.
Goldberg, A. I. (1969) · Archives of General Psychiatry · doi:10.1001/archpsyc.1969.01740200123021 · Cited by 2,573 · see citing works
Project for a scientific psychology.
Freud, S. (1954) · Basic Books · doi:10.1037/11538-013 · Cited by 1,344 · see citing works
Carifio, J., & Perla, R. J. (2007) · Journal of Social Sciences · doi:10.3844/jssp.2007.106.116 · Cited by 1,061 · see citing works
Formal Reductions of the General Combinatorial Decision Problem
Post, E. L. (1943) · American Journal of Mathematics · doi:10.2307/2371809 · Cited by 679 · see citing works
The organization of the living: A theory of the living organization
Maturana, H. R. (1975) · International Journal of Man-Machine Studies · doi:10.1016/s0020-7373(75)80015-0 · Cited by 392 · see citing works
The Organization of the Living: A Theory of the Living Organization
Maturana, H. R. (1999) · International Journal of Human-Computer Studies · doi:10.1006/ijhc.1974.0304 · Cited by 348 · see citing works
The media inequality: Comparing the initial human-human and human-AI social interactions
Mou, Y., & Xu, K. (2017) · Computers in Human Behavior · doi:10.1016/j.chb.2017.02.067 · Cited by 337 · see citing works
Artificial intelligence meets natural stupidity
McDermott, D. (1976) · ACM SIGART Bulletin · doi:10.1145/1045339.1045340 · Cited by 323 · see citing works
Artificial Intelligence in Psychological Practice: Current and Future Applications and Implications
Luxton, D. D. (2014) · Professional Psychology Research and Practice · doi:10.1037/a0034559 · Cited by 297 · see citing works
Artificial Intelligence-Assisted Online Social Therapy for Youth Mental Health
D'Alfonso, S., Santesteban-Echarri, O., Rice, S., Wadley, G., Lederman, R., Miles, C., Gleeson, J., & Alvarez-Jimenez, M. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00796 · Cited by 192 · see citing works
Artificial Intelligence and Psychiatry
Servan‐Schreiber, D. (1986) · The Journal of Nervous and Mental Disease · doi:10.1097/00005053-198604000-00001 · Cited by 67 · see citing works
The use of computer-assisted instruction in support of psychotherapeutic processes
Sampson, J. P. (1986) · Computers in Human Behavior · doi:10.1016/0747-5632(86)90018-x · Cited by 43 · see citing works
Toward a visionary psychology.
Gergen, K. J. (2016) · The Humanistic Psychologist · doi:10.1037/hum0000013 · Cited by 27 · see citing works
Morales, S., Barros, J., Echávarri, O., García, F., Osses, A., Moya, C., Maino, M. D. L. P., Fischman, R., Núñez, C., Szmulewicz, T., et al. (2017) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2017.00007 · Cited by 27 · see citing works
Anticipation: Beyond synthetic biology and cognitive robotics
Nasuto, S. J., & Hayashi, Y. (2016) · Biosystems · doi:10.1016/j.biosystems.2016.07.011 · Cited by 26 · see citing works
Artificial intelligence or artificial psychologist? Conceptual issues in clinical microcomputer use.
Hartman, D. E. (1986) · Professional Psychology Research and Practice · doi:10.1037/0735-7028.17.6.528 · Cited by 16 · see citing works
The Development of Medical Diagnostics Module for Psychotherapeutic Practice
Kravets, A. G., Poplavskaya, O. V., Lempert, L. B., Salnikova, N. A., & Medintseva, I. P. (2017) · Communications in computer and information science · doi:10.1007/978-3-319-65551-2_63 · Cited by 14 · see citing works
A Review on Role of Fuzzy Logic in Psychology
Srivastava, S., Pant, M., & Agarwal, N. (2016) · Advances in intelligent systems and computing · doi:10.1007/978-981-10-0451-3_70 · Cited by 13 · see citing works
Elasticity of technique: the psychoanalytic project and the trajectory of Ferenczi's life.
Borgogno, F. (2001) · The American Journal of Psychoanalysis · doi:10.1023/a:1012501930571 · Cited by 11 · see citing works
Escala Diagnóstica Adaptativa Operacionalizada de Autorrelato - EDAO-AR: Evidências de Validade
Yoshida, E. M. P. (2013) · Paidéia (Ribeirão Preto) · doi:10.1590/1982-43272354201310 · Cited by 9 · see citing works
Patient-Centered Design of an e-Mental Health App
Glomann, L. R., Hager, V., Lukas, C. A., & Berking, M. (2018) · Advances in intelligent systems and computing · doi:10.1007/978-3-319-94229-2_25 · Cited by 4 · see citing works
de Mello, F. L., & de Carvalho, R. L. (2015) · Journal of Information & Knowledge Management · doi:10.1142/s0219649215500288 · Cited by 4 · see citing works
Mudança em pacientes de clínica-escola: avaliação de resultados e processos
Honda, G. C., & Yoshida, E. M. P. (2012) · LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas) · doi:10.1590/s0103-863x2012000100009
Flagged first, then by citations
3 of the 35 references couldn’t be matched to a known paper.
Research works printed but not linked: 14
- Arcuri, 2007, Temas em Psicologia da Religião.
- Bateson, 2006, Communication: The Social Matrix of Psychatry.
- Bowen, 1991, From Family to the Indivudual.
- Khater, 2014, Adaptive Diagnostic Scale for Adolescents (EDAO-AR-AD): Adaptation and Validity.
- Knobel, 1986, Themes on Psychology – Brief Psychotherapy
- Maturana, 1998, From Biology to Psychology
- 2018, Familiacomvida Psychology Clinic.
- Minsky, 1987, The Society of Mind.
- Peixoto, 2016, Adaptive Diagnostic Scale for Athlets (EDAO-AR-A): First Evidences of Validity and Precision.
- Piaget, 2012, Genetic Epistemology, trad. Álvaro Cabral
- Prigogine, 1997, The End of Certainty.
- Sampson, 1986, The use of computer-assisted instruction in support of psychotherapeutic processes., Comput. Hum. Behav., 8, 70, 10.1016/0747-5632(86)90018-X · DOI
- Simon, 1989, Preventive Clinical Psychology: New Fundamentals
- Wiener, 1954, The Human Use of Human Beings.
Cited by
Sorted by citations
Muthmainnah, Ibna Seraj, P. M., & Oteir, I. (2022) · Education Research International · doi:10.1155/2022/6468995 · Cited by 153 · see citing works
Gual-Montolio, P., Jaén, I., Martínez-Borba, V., Castilla, D., & Suso-Ribera, C. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19137737 · Cited by 93 · see citing works
Attitudes and perspectives towards the preferences for artificial intelligence in psychotherapy
Aktan, M. E., Turhan, Z., & Dolu, İ. (2022) · Computers in Human Behavior · doi:10.1016/j.chb.2022.107273 · Cited by 91 · see citing works
A Review on Artificial Intelligence with Deep Human Reasoning
Harika, J., Baleeshwar, P., Navya, K., & Hariharan, S. (2022) · International Conference on Applied Artificial Intelligence and Computing (ICAAIC) · doi:10.1109/icaaic53929.2022.9793310 · Cited by 71 · see citing works
Digital Mental Health: Role of Artificial Intelligence in Psychotherapy
Bhatt, S. (2024) · Annals of Neurosciences · doi:10.1177/09727531231221612 · Cited by 48 · see citing works
Qi, Y. (2024) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2023.2301256 · Cited by 36 · see citing works
Sufyan, N. S., Fadhel, F. H., Alkhathami, S. S., & Mukhadi, J. Y. A. (2024) · Frontiers in Psychology · doi:10.3389/fpsyg.2024.1353022 · Cited by 32 · see citing works
Eltahawy, L., Essig, T., Myszkowski, N., & Trub, L. R. (2023) · Computers in Human Behavior Artificial Humans · doi:10.1016/j.chbah.2023.100035 · Cited by 33 · see citing works
Zubala, A., Pease, A., Lyszkiewicz, K., & Hackett, S. (2025) · Frontiers in Psychology · doi:10.3389/fpsyg.2025.1548396 · Cited by 28 · see citing works
Computational Scientific Discovery in Psychology
Bartlett, L., Pirrone, A., Javed, N., & Gobet, F. R. (2022) · Perspectives on Psychological Science · doi:10.1177/17456916221091833 · Cited by 32 · see citing works
Salhi, I., Qbadou, M., Gouraguine, S., Mansouri, K., Lytridis, C., & Kaburlasos, V. G. (2022) · Frontiers in Robotics and AI · doi:10.3389/frobt.2022.713964 · Cited by 27 · see citing works
RetractedBorba, V. H., Martin, C., Machado-Silva, J. R., Xavier, S. C. D. C., de Mello, F. L., & Iñiguez, A. M. (2021) · Parasites & Vectors · doi:10.1186/s13071-021-04721-6 · Cited by 21 · see citing works
Haber, Y., Shoval, D. H., Levkovich, I., Yinon, D., Gigi, K., Pen, O., Angert, T., & Elyoseph, Z. (2025) · Frontiers in Digital Health · doi:10.3389/fdgth.2025.1512273 · Cited by 20 · see citing works
Machine Learning based Psychology: Advocating for A Data-Driven Approach
Velez, J. I. (2021) · International journal of psychological research · doi:10.21500/20112084.5365 · Cited by 18 · see citing works
A narrative review of alliance formation and outcome in text-based telepsychotherapy.
Schwartzman, C. M., & Boswell, J. F. (2020) · Practice Innovations · doi:10.1037/pri0000120 · Cited by 14 · see citing works
Flores, E., Segovia, J. L., Casique, A. G., & Díaz, M. E. D. (2023) · PUBLICACIONES · doi:10.30827/publicaciones.v53i2.26825 · Cited by 13 · see citing works
Yu, Z. (2021) · International Journal of Systems Assurance Engineering and Management · doi:10.1007/s13198-021-01440-0 · Cited by 10 · see citing works
Cognitive Hexagon-Controlled Intelligent Speech Interaction System
Chaurasiya, H. (2022) · IEEE Transactions on Cognitive and Developmental Systems · doi:10.1109/tcds.2022.3168807 · Cited by 9 · see citing works
Artificial Intelligence in Clinical Psychology
Tuena, C., Chiappini, M., Repetto, C., & Riva, G. (2020) · Comprehensive Clinical Psychology · doi:10.1016/b978-0-12-818697-8.00001-7 · Cited by 8 · see citing works
Artificial Intelligence in Mental Health Care
Pandey, A., & Misra, M. (2023) · Springer eBooks · doi:10.1007/978-981-99-6472-7_8 · Cited by 8 · see citing works
Rollmann, I., Gebhardt, N., Stahl-Toyota, S., Simon, J. J., Sutcliffe, M., Friederich, H., & Nikendei, C. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1055868 · Cited by 7 · see citing works
Feng, G., Shi, K., Huang, Q., & Ma, J. (2024) · PLOS ONE · doi:10.1371/journal.pone.0310078 · Cited by 6 · see citing works
AI–Augmented Psychosocial Interventions: A Bibliometric Review and Implications for Nursing
Yıldız, E. (2025) · Journal of Psychosocial Nursing and Mental Health Services · doi:10.3928/02793695-20250214-01 · Cited by 9 · see citing works
(2019) · International Journal of Recent Technology and Engineering (IJRTE) · doi:10.35940/ijrte.b1041.0982s1019 · Cited by 5 · see citing works
RUH SAĞLIĞI HİZMETLERİNDE YAPAY ZEKA UYGULAMALARI VE İLİŞKİLİ TEKNOLOJİLER
Ülker, S. V., & AKKAN, G. (2023) · Fenerbahçe Üniversitesi Sosyal Bilimler Dergisi · doi:10.58620/fbujoss.1368922 · Cited by 3 · see citing works
Decision Maker Profiling Using Their Mental Behavior Pattern
de Mello, F. L., & de Souza, S. A. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.667255 · Cited by 3 · see citing works
Inteligencia artificial: algunas deliberaciones psicosociales
Santos, O. E. M. D. L., & Pérez, E. H. C. (2023) · Revista de Psicología y Ciencias del Comportamiento de la Unidad Académica de Ciencias Jurídicas y Sociales · doi:10.29059/rpcc.20230615-154 · Cited by 3 · see citing works
An Overview of Artificial Intelligence Applications and Psychology
Tahan, M. (2019) · Avicenna Journal of Neuro Psych Physiology · doi:10.32598/ajnpp.5.1.3 · Cited by 3 · see citing works
Cognitive therapy for brain diseases using deep learning models
Olaniyan, O. T., Adetunji, C. O., Adeyomoye, O., Dare, A., Adeniyi, M. J., & Enoch, A. (2022) · Elsevier eBooks · doi:10.1016/b978-0-323-90277-9.00017-1 · Cited by 2 · see citing works
Yu, T., Deng, K., & Yao, Q. (2022) · International Symposium on Artificial Intelligence for Medicine Sciences (ISAIMS) · doi:10.1145/3570773.3570803 · Cited by 2 · see citing works
Artificial Intelligence and contractual liability under Polish law. Selected issues
Pfeifer-Chomiczewska, K. (2022) · Studia Prawno-Ekonomiczne · doi:10.26485/spe/2022/124/4 · Cited by 2 · see citing works
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ОСАДЧИЙ, О. (2023) · INFORMATION TECHNOLOGY AND SOCIETY · doi:10.32689/maup.it.2023.1.8 · Cited by 2 · see citing works
Entrenamiento en Formulación de Casos en Psicoterapia a través de Inteligencia Artificial Generativa
Concha, F. (2024) · Revista de Psicoterapia · doi:10.5944/rdp.v35i127.37798 · Cited by 1 · see citing works
Kempt, H. (2024) · Social and cultural studies of robots and AI · doi:10.1007/978-3-031-75558-3_6 · Cited by 1 · see citing works
Harnessing Artificial Intelligence (AI) for Psychological Assessment and Treatment in Older Adults
Şenol-Durak, E. (2024) · Journal of Aging and Long-Term Care · doi:10.51819/jaltc.2024.1595910 · Cited by 2 · see citing works
Wang, H.-W., Fong, C., Picq, D. C., & Tripathi, S. (2025) · Open Journal of Medical Psychology · doi:10.4236/ojmp.2025.144011 · Cited by 1 · see citing works
Kempt, H. (2020) · Social and cultural studies of robots and AI · doi:10.1007/978-3-030-56290-8_5 · Cited by 1 · see citing works
Post-COVID-19 Mental Health Service Delivery in India
Chatterjee, S. S., Dasgupta, A., Mukherjee, A., & Chakraborty, K. (2021) · Indian Journal of Social Psychiatry · doi:10.4103/ijsp.ijsp_248_20 · Cited by 1 · see citing works
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Ovya, M., Prakathi, V., Lisa, R. S., Nikitha, S., & Gomathi, B. (2022) · International Journal for Research in Applied Science and Engineering Technology · doi:10.22214/ijraset.2022.47636
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Jain, D., Jagya, S., Garg, J., Shukla, K. A., & Sasikala, R. (2023) · International Conference on Intelligent Technologies (CONIT) · doi:10.1109/conit59222.2023.10205843
Social challenges emerging from migration and globalization for neuropsychology – Exploratory study
Ribeiro, D. J. T., & Rocha, P. (2024) · International Journal of Biological and Natural Sciences · doi:10.22533/at.ed.813432421039
Cojocaru, A., & Bubuioc, L. (2024) · Vector European · doi:10.52507/2345-1106.2024-2.34
Huttner, S. (2024) · Cultural psychology of education · doi:10.1007/978-3-031-78837-6_9
Suffering-based Medicine in the Age of Artificial Intelligence
del Giglio, A. (2025) · Brazilian Journal of Oncology · doi:10.1055/s-0045-1809360
Topuz, M. A., Yiğit, Ö., & Yorulmaz, E. (2026) · Klinik Psikoloji Dergisi · doi:10.57127/kpd.26024438.1724152
AI Revolution in Mental Health
Dehankar, P., Chaturvedi, K., & Das, S. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/407380
Harmony of Artificial Intelligence and Emotional Intelligence in the Education Sector
Kour, J., & Bhatia, R. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/407437
PSİKOTERAPİDE YAPAY ZEKÂ: KURAM, UYGULAMA VE ETİK PERSPEKTİFİNDEN BİR DEĞERLENDİRME
Eken, F. O. (2026) · Çukurova Üniversitesi Sosyal Bilimler Enstitüsü Dergisi · doi:10.35379/cusosbil.1695474
Koch, A., Graczykowska, A., Szumiał, S., & Marszał‐Wiśniewska, M. (2026) · Journal of Clinical Psychology · doi:10.1002/jclp.70208
- Authors
- de Mello, F. L., & de Souza, S. A.
- Venue
- Frontiers in Psychology
- Publisher
- Frontiers Media SA
- Published
- 2019-02-11
- Volume
- 10
- Pages
- 263-263
- ISSN
- 1664-1078 (ISSN-L)
- PMC
- PMC6378280
- OpenAlex
- W2913713110
- Cited by
- 50
- References
- 35
- Citations by year
- 2026: 5 · 2025: 6 · 2024: 10 · 2023: 8 · 2022: 11 · 2021: 5 · 2020: 3 · 2019: 2
- FWCI
- 5.93
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Psychology (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Fundação Coordenação de Projetos, Pesquisas e Estudos Tecnológicos (Poli 19257)
- Universidade Federal do Rio de Janeiro
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Psychology › Clinical Psychology › Psychotherapy Techniques and Applications
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Emotion and Mood Recognition
- Keywords
- psychotherapy, artificial intelligence, affective states, self-differentiation, self-awareness, web application
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