Dr. Hadar Fisher
CV
Curriculum Vitae
Hadar Fisher, PhD
| Updated: | August 21, 2026 |
| Office Address: | Anna & Max Webb Psychology Building (902) The Psychology Department Bar-Ilan University Ramat-Gan, 52900 Israel |
| Email: | hadar.fisher@gmail.com |
| Website | https://fisherhadar.github.io |
Education:
| 10/2009 - 09/2011 | BA cum laude | Psychology and Criminology | Bar-Ilan University Ramat-Gan, Israel |
| 10/2011 - 09/2012 | Social Sciences Teaching Certificate | Education | Bar-Ilan University Ramat-Gan, Israel |
| 10/2012 - 09/2014 | MA | Clinical Psychology | Bar-Ilan University Ramat-Gan, Israel |
| 10/2014 - 09/2020 | PhD | Clinical Psychology | Bar-Ilan University Ramat-Gan, Israel |
Postdoctoral Training:
| 09/2016 - 08/2018 | Clinical Internship | Clinical Psychology | The Community Clinic at Bar-Ilan University Ramat-Gan, Israel |
| 09/2018 - 08/2019 | Clinical Internship | Clinical Psychology | Post-discharge clinic, Shachaf Petah-Tikva, Israel |
| 09/2020 - 07/2023 | Postdoctoral Research Fellow | Clinical Research and Data Science Sigal Zilcha-Mano, PhD Philip T. Reiss, PhD | University of Haifa Haifa, Israel |
| 08/2023 - 09/2024 | Postdoctoral Research Fellow | Clinical Psychology Christian A. Webb, PhD | Harvard Medical School & McLean Hospital Belmont, MA |
Academic Appointments:
| 08/2023 - 09/2024 | Research Fellow | Center for Depression, Anxiety, and Stress Research (Treatment and Etiology of Depression in Youth Laboratory) | McLean Hospital |
| 10/2024 - 08/2026 | Instructor in Psychiatry | Department of Psychiatry | Harvard Medical School |
| 10/2026 - Present | Assistant Professor | Department of Psychology | Bar-Ilan University |
Other Professional Positions:
| 09/2012 - 08/2018 | Lab Manager | Psychotherapy Research Lab | Bar-Ilan University |
| 09/2016 - 08/2018 | Statistician | The Israeli Health Behavior in School-Aged Children research program | Bar-Ilan University |
| 09/2017 - 08/2020 | Research consultant | HaLev, The center for Simulation in Education | Bar-Ilan University |
Committee Service:
2022 | Conference Co-Organizer: Integration of Applied and Basic Science to Study Emotions | International conference supported by the Israeli Science Foundation |
2023 | Conference Co-Organizer: Factors contributing to effective treatment | Society for Psychotherapy Research, the Israeli Group |
2024 | Scientific Program Committee: Going beyond symptom change | Society for Psychotherapy Research, 55th International Annual Meeting |
2025 | Conference Co-Organizer: Embracing Complexity: Perspectives on the Human Mosaic | 15th German-Israeli Frontiers of Humanities Symposium |
2025 | Program Committee Member: Understanding the mental health state – going beyond classification | CLPsych, The 10th Workshop on Computational Linguistics and Clinical Psychology |
2026 | Scientific Program Committee | Society for Psychotherapy Research, 57th International Annual Meeting, Osaka, Japan |
2027 | Scientific Committee | Society for Psychotherapy Research, 58th International Annual Meeting, Stockholm, Sweden |
Professional Societies:
| 2014 - Present | Society for Psychotherapy Research |
| 2016 - Present | American Psychological Association |
Editorial Activities:
Editorial Boards
2022 - Present | Editorial Board | Psychotherapy Research |
2024 - Present | Editorial Board | Journal of Psychotherapy Integration |
Ad hoc Reviewer
Acta Psychiatrica Scandinavica
Acta Psychologica
Assessment
Behavior Research Methods
Behaviour & Information Technology
Behaviour Research and Therapy
BJPsych
Child and Adolescent Mental Health
Clinical Psychology & Psychotherapy
Digital Health
Frontiers in Psychiatry
Journal of Adolescence
Journal of Clinical Psychology
Journal of Consulting and Clinical Psychology
Journal of Counseling Psychology
Journal of Medical Internet Research
Journal of Psychopathology and Clinical Science
Nature Reviews Psychology
npj Digital Medicine
npj Digital Mental Health
npj Mental Health Research
NPP—Digital Psychiatry and Neuroscience
PLoS ONE
Psychology and Psychotherapy: Theory, Research and Practice
Psychology Research and Behavior Management
Honors and Prizes:
2014 | Student travel award | Society for Psychotherapy Research |
2015 | Outstanding Scholarship at the Graduate Level | Bar-Ilan University |
2015 | Student travel award | Society for Psychotherapy Research |
2016 | Outstanding Scholarship at the Graduate Level | Bar-Ilan University |
2017 | Student travel award | Society for Psychotherapy Research |
2017 | Most Valuable Paper (MVP) | The Society for the Advancement of Psychotherapy |
2017 | Scholarship for active participation in an international conference | Ministry of Science, Technology, and Space, State of Israel |
2018 | International travel award | Society for Psychotherapy Research |
2022 | Emerging Scholar Award | Society for Psychotherapy Research |
2026 | Alfred Pope Award for Early Career Investigators | McLean Hospital |
Grants and Research Support
Current
| 2025 - 2026 | Personalized Early Detection of Depression Onset Using Mobile Passive Sensing of Stress Indicators Harvard Medical School Kaplen Award PI ($95,150) |
| 2025 - 2026 | Early Detection of Depression Onset Using Mobile Passive Sensing of Personalized Stress Indicators The Jonathan Edward Brooking Mental Health Research Scholar Award PI ($40,000) |
Completed
| 2016 - 2017 | Patterns of change in clients' emotional experience and processing over the course of psychodynamic therapy Society for Psychotherapy Research Small research grant PI ($2,500) |
| 2020 - 2021 | The Dynamics of Psychotherapy: Exploring the Client-Therapist Relationship as a Temporal Interpersonal Emotion System (TIES). The Graduate Studies Authority, University of Haifa Post-Doctoral Fellowship scholarship PI ($25,000) |
| 2021 - 2022 | Inferring Dyadic Emotional Dynamics in Psychotherapy Using Automated Facial Expression Analysis. The Herta and Paul Amir Faculty of Social Science Post-Doctoral Fellowship scholarship PI ($25,000) |
| 2021 - 2022 | Inferring Dyadic Emotional Dynamics in Psychotherapy Using Automated Facial Expression Analysis The Data Science Research Center, University of Haifa Post-Doctoral Fellowship scholarship PI ($34,000) |
| 2021 - 2022 | Two types of emotional synchrony as evident by vocal acoustic markers Society for Psychotherapy Research Small research grant PI ($2,500) |
| 2022 - 2024 | In Session Emotional Rigidity as a Treatment-Specific Mechanism of Change for Major Depressive Disorder Walter Katkovsky grant, American Psychological Foundation (APF) Research Grant PI ($20,000) |
| 2023 - 2025 | Investigating Change in Daily Life Emotional Dynamics Following the Treatment of Youth Depression The Council for Higher Education, Israel Scholarship Program for Outstanding Postdoctoral Students (VATAT) PI ($72,000) |
| 2024 - 2025 | The role of emotional rigidity in the onset and treatment of adolescent depression: Harvard Medical School Livingston Fellowship PI ($8,000) |
Invited Talks and Presentations
| 2018 | Multi-Level Modeling Workshop / Workshop Facilitator Bar-Ilan University, Ramat Gan, Israel |
| 2022 | Does Feeling Bad Lead to Feeling Good? Patterns of Change in Emotions During Treatment for Depression / Invited talk The Data Science Research Center, University of Haifa, Haifa, Israel |
| 2022 | Exploring Emotional Processes as a Mechanism Underlying Psychopathologies and Their Treatment / Invited talk Center for Depression, Anxiety, and Stress Research, Department of Psychiatry, Harvard Medical School, Belmont, MA |
| 2022 | How Can We Integrate Technology to Measure In-Session Processes in Psychotherapy? / Plenary/Keynote Society for Psychotherapy Research Annual Meeting, Denver, CO |
| 2023 | Emotional Processes Underlying Psychopathology and Treatment / Invited talk Department of Psychology, Bar-Ilan University, Ramat Gan, Israel |
| 2024 | The Opportunities and Challenges in Digital Mental Health for Youth / Invited talk Brain and Cognitive Health Technology, Department of Psychiatry, Harvard Medical School, Belmont, MA |
| 2024 | Understanding Emotional Mechanisms Underlying the Etiology and Treatment of Depression / Invited talk Laboratory for Functional Neuroimaging and Bioinformatics, Department of Psychiatry, Harvard Medical School, Belmont, MA |
| 2024 | Personalizing Interventions by Understanding Emotional Mechanisms Underlying Psychopathology and Treatment / Invited talk School of Medicine, University of Colorado, Denver, CO |
| 2024 | Tailoring Interventions: Unpacking Emotional Mechanisms in Psychopathology and Treatment / Invited talk Tel Aviv University, Tel Aviv, Israel |
| 2024 | Personalized Treatment: Leveraging Emotional Mechanisms in Psychopathology and Therapy / Invited talk Ben Gurion University, Beer Sheva, Israel |
| 2024 | Understanding Emotional Mechanisms to Personalize Psychopathology and Treatment Approaches / Invited talk Hebrew University, Jerusalem, Israel |
| 2025 | AI for Continuous Monitoring of Therapeutic Process in Treatment and Daily Life / Plenary/Keynote Society for Psychotherapy Research Annual Meeting, Krakow, Poland |
| 2026 | Tracking Behavior and Emotion with LLMs: Demonstrations in Adolescent Mental Health / Invited talk AI in Psychiatry Research Group, Department of Psychiatry, Harvard Medical School, Belmont, MA |
| 2026 | Tracking Behavior and Emotion with LLMs: Demonstrations in Adolescent Mental Health / Invited talk Department of Psychiatry, Columbia University, College of Physicians and Surgeons, New York, NY |
| 2026 | When Emotions Get Stuck: Using Dynamic Network Models to Identify At-Risk Adolescents / Invited talk EDGE Lab, Department of Experimental Psychology, University of Oxford, Oxford, UK |
Clinical Activities
Licensure
| 2020 | Licensed Clinical Psychologist, Israel (License #27-132272) |
Clinical Practice
2018 - Present | Psychologist, private practice | Givatayim, Israel | 20 hours/week (48 weeks) |
Community Service and Outreach
| 2021 - 2022 | Peduel Community Center / Speaker Supporting Mothers: Identifying and Navigating Postpartum Depression Together |
| 2021 | Post-discharge clinic / Speaker Closing the gap between research and practice |
Publications
* denotes equal authorship contribution.
Peer-Reviewed Journal Articles
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Book Chapters and Other Publications
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Dissertation
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Manuscripts Under Review and Preprints
| Fisher H, Nepal S, Webb CA. Personalized early detection of depression onset using multivariate mobile passive sensing. Under review. Preprint: https://www.researchsquare.com/article/rs-8960944/v1 |
| Fisher H, Bar-Sella A, Bouknik Y, Kivlighan D, Zilcha-Mano S. The poker face tax: Coherence between facial expression and subjective experience as a predictor of depression outcomes in psychological treatment. Under review. Preprint: https://europepmc.org/article/ppr/ppr1251249 |
Conference Presentations
Fisher H, Atzil-Slonim D, Peri T. Client-therapist emotional synchronicity, client’s emotional regulation, and treatment outcome. Paper presented at: International Society for Psychotherapy Research Annual Meeting; 2014 June; Copenhagen, Denmark. Fisher H, Atzil-Slonim D, Bar-Kalifa E, Rafaeli E, Peri T. The development of emotional involvement session by session throughout treatment and its association with therapeutic alliance, emotional regulation, and symptoms. Paper presented at: International Society for Psychotherapy Research Annual Meeting; 2015 June; Philadelphia, PA. Fisher H, Atzil-Slonim D, Bar-Kalifa E, Peri T. Patterns of change in emotional experience during psychodynamic therapy. Paper presented at: International Society for Psychotherapy Research Annual Meeting; 2016 June; Jerusalem, Israel. Atzil-Slonim D, Bar-Kalifa E, Fisher H, Rafaeli E. Client-therapist emotional coregulation and its association with treatment outcomes. Paper presented at: International Society for Psychotherapy Research Annual Meeting; 2016 June; Jerusalem, Israel. Zisquit M, Fisher H, Atzil-Slonim D, Peri T, Bar-Kalifa E. An exploratory examination of three perspectives of the clients’ emotional experience: Their relationship to one another and therapeutic outcome. Paper presented at: International Society for Psychotherapy Research Annual Meeting; 2016 June; Jerusalem, Israel. Haber SM, HaCohen N, Fisher H, Tuval-Mashiach R, Bar-Kalifa E. Working through pain to achieve growth: Client transition from dissociation to dialectics and from detached experiencing to subjective experiencing. Paper presented at: International Society for Psychotherapy Research Annual Meeting; 2016 June; Jerusalem, Israel. Fisher H, Atzil-Slonim D, Bar-Kalifa E, Peri T. Clients and therapists perspective on the therapeutic processes: The association among therapists’ intervention, clients’ involvement in the therapeutic process, and treatment outcome. Paper presented at: International Society for Psychotherapy Research Annual Meeting; 2017 June; Toronto, Canada. Fisher H, Bar-Kalifa E, Atzil-Slonim D, Peri T. Coping through emotional experience: Scale construction and validation. Paper presented at: International Society for Psychotherapy Research Annual Meeting; 2018 June; Amsterdam, Netherlands. Stolowicz-Melman D, Lazarus G, Paz A, Fisher H, Atzil-Slonim D. Moderators of the association between client-therapist emotional congruence and treatment outcome. Paper presented at: International Society for Psychotherapy Research Annual Meeting; 2018 June; Amsterdam, Netherlands. Fisher H, Shahar B, Shamay-Tsoory S, Zilcha-Mano S. Facing emotions: Exploring in-session emotional dynamics using facial recognition software. Paper presented at: International Society for the Exploration of Psychotherapy Integration (SEPI) Annual Meeting; 2021 June; Online. Fisher H, Zilcha-Mano S. Exploring the relationship between patients’ and therapists’ in-session negative emotions and changes in oxytocin: The moderating role of attachment. Paper presented at: International Society for Psychotherapy Research Annual Meeting; 2021 June; Online. Fisher H, Zilcha-Mano S, Shamay-Tsoory S, Reiss PT. It feels good to feel bad: Exploring in-session emotions using automatic facial expression recognition. Paper presented at: International Society for Psychotherapy Research Annual Meeting; 2022 June; Denver, CO. Fisher H, Zilcha-Mano S. Exploring the relationship between patients’ and therapists’ in-session negative emotions and changes in oxytocin: The moderating role of attachment. Paper presented at: International Society for Psychotherapy Research Annual Meeting; 2022 June; Denver, CO. Spitzer M, Fisher H, Fisher A, Rubel JA, Zilcha-Mano S. Facing emotions: Using automatic coding of facial expression and a data-driven approach to identify patient-therapist emotional dynamics in psychotherapy. Paper presented at: International Society for Psychotherapy Research Annual Meeting; 2022 June; Denver, CO. Levi E, Fischer S, Fisher H, Admon R, Zilcha-Mano S. Patient and therapist in-session cortisol as predictor of post-session patient-reported affect. Paper presented at: International Society for Psychotherapy Research Annual Meeting; 2022 June; Denver, CO. Fisher H, Solomonov N, Falkenström F, Shahar B, Shamay-Tsoory S, Zilcha-Mano S. Therapists’ oxytocin as a moderator of the association between patients’ negative emotions and change in depressive symptoms. Paper presented at: Society for Psychotherapy Research Israeli Group; 2023 March; Tel-Aviv, Israel. Jaffe NM, Pidvirny K, Tierney AO, Fisher M, Ognibene JM, Fisher H, Webb CA. Symptom relations in adolescent depression across a range of severity: A network analysis. Poster presented at: Harvard Psychiatry Research Day; 2024 March; Boston, MA. Tierney AO, Jaffe NM, Pidvirny K, Murray L, Fisher H, Webb CA. The roles of activation and rumination in behavioral activation therapy for anhedonic adolescents. Poster presented at: Harvard Psychiatry Research Day; 2024 March; Boston, MA. Fisher H, Pidvirny K, Webb CA. Emotional rigidity prospectively predicts future depressive symptoms in adolescence. Paper presented at: Harvard Psychiatry Research Day; 2024 March; Boston, MA. Jaffe NM, Pidvirny K, Tierney AO, Fisher M, Ognibene JM, Fisher H, Webb CA. Using network analysis to characterize relations between depressive symptoms in adolescents. Poster presented at: 3rd Suicide Research Symposium; 2024 April; Online. Jaffe NM, Pidvirny K, Tierney AO, Fisher H, Ognibene JM, Webb CA. Reciprocal daily relations between sleep quality and emotion dynamics in adolescents. Poster presented at: Annual Convention of the Association for Psychological Science; 2024 May; San Francisco, CA. Fisher H, Webb CA. Predicting states of elevated negative affect and future depressive symptoms in adolescents via text analysis. Paper presented at: International Society for Psychotherapy Research Annual Meeting; 2024 June; Ottawa, Canada. Palermo EH, Fisher H, Blank JM, Anderson C, Bogdanov M, Steinberger D, Long Y, Nowicki GP, Smith GW, Webb CA, Kuhn M, Pizzagalli DA. Characterizing emotional dynamics in remitted depression: A network approach using ecological momentary assessment. Poster presented at: Association for Behavioral and Cognitive Therapies Annual Convention, Special Interest Group Expo; 2024 November; Philadelphia, PA. Pidvirny K, Zhou N, Wang L, Jaffe NM, Tierney AO, Fisher H, Pizzagalli DA, Webb CA. Multimodal predictors of future depressive symptoms in adolescents. Poster presented at: 58th Annual Convention of the Association for Behavioral and Cognitive Therapies, Child and Adolescent Depression Special Interest Group; 2024 November; Philadelphia, PA. Jaffe NM, Pidvirny K, Tierney AO, Fisher H, Pizzagalli DA, Webb CA. Exploring trajectories of change and sudden gains during behavioral activation therapy for adolescent depression. Poster presented at: 58th Annual Convention of the Association for Behavioral and Cognitive Therapies, Child and Adolescent Depression Special Interest Group; 2024 November; Philadelphia, PA. Fisher H, Pidvirny K, Webb CA. Emotional rigidity prospectively predicts future depressive symptoms in adolescence. Paper presented at: 58th Annual Convention of the Association for Behavioral and Cognitive Therapies; 2024 November; Philadelphia, PA. Pidvirny K, Tierney AO, Jaffe NM, Fisher H, Webb CA. Affective forecasting biases in adolescents: The role of depressive symptoms. Poster presented at: Harvard Psychiatry Research Day; 2025 February; Boston, MA. Pidvirny K, Fisher H, Jaffe NM, Tierney AO, Vaidean MS, Anand R, Gandhi MR, Webb CA. Interactions between state and trait stress and rumination in predicting adolescents’ daily negative affect. Poster presented at: McLean Research Day; 2025 January; Belmont, MA. Pidvirny K, Fisher H, Jaffe NM, Tierney AO, Vaidean MS, Anand R, Gandhi MR, Baker JT, Forbes EE, Pizzagalli DA, Webb CA. Comparing passive sensor vs. retrospective self-report measures of behavioral change in anhedonic youth receiving behavioral activation therapy. Poster presented at: McLean Research Day; 2025 January; Belmont, MA. Fisher H, Jaffe NM, Pidvirny K, Tierney AO, Webb CA. Can natural language processing improve emotion tracking in daily life? Paper presented at: Annual Convention of the Association for Psychological Science; 2025 May; Washington, DC. Fisher H. Reliability and validity of the Emotional Processing Self-Report. Paper presented at: International Society for Psychotherapy Research Annual Meeting; 2025 June; Krakow, Poland. Fatimah H, Fisher H, Pidvirny K, Brown H, Balkind E, Webb CA. Complex affect dynamics predict depressive symptoms over and above mean and variance. Paper presented at: Congress of the International Society for the Study of Personality Disorders; 2025; Boston, MA. Giulumian G, Murch G, Fisher H, Pidvirny K, Webb CA. Emotional granularity in daily life: Sex differences and links to depression risk in adolescents. Poster presented at: McLean Research Day; 2026 January; Belmont, MA. Murch G, Giulumian G, Fisher H, Pidvirny K, Webb CA. EMA-derived sleep reactivity as a prospective risk factor for internalizing psychopathology development in youth. Poster presented at: McLean Research Day; 2026 January; Belmont, MA. Giulumian G, Murch G, Fisher H, Pidvirny K, Webb CA. Adolescent emotional granularity in daily life: Implications for depression vulnerability. Poster presented at: Harvard Psychiatry Research Day; 2026 February; Boston, MA. Millman ZB, Shannon K, Fisher H, Öngür D. A dynamical systems perspective on negative symptoms and depression across stages of psychosis. Paper presented at: Annual Congress of the Schizophrenia International Research Society; 2026 March; Florence, Italy. Shannon K, Öngür D, Fisher H, Millman ZB. Differential expression of depressive and negative symptoms across diagnoses, sex, and illness stage in psychotic disorders. Paper presented at: Annual Meeting of the American Psychopathological Association; 2026 March; Boston, MA. Fisher H, Webb CA. Emotion system dynamics as early warning signals of depression in adolescents. Paper presented at: Annual Convention of the Association for Psychological Science; 2026 May; Barcelona, Spain. Fisher H. Measuring activation during behavioral activation therapy using smartphone sensors and LLM-derived ratings in adolescents with anhedonia. Paper presented at: Society for Psychotherapy Research 57th International Annual Meeting, research panel “Multidomain measurement and biomarkers for mental health”; 2026 June; Osaka, Japan. Fisher H, Rubel JA. AI-informed intervention: Navigating the when and how of intervention. Structured discussion co-organized and presented at: Society for Psychotherapy Research 57th International Annual Meeting; 2026 June; Osaka, Japan. Shannon K, Loshin J, Fisher H, Price K, Öngür D, Millman ZB. The role of psychosis severity on the decoupling of depressive and negative symptoms. Poster presented at: Society for Research in Psychopathology Annual Meeting; 2026 October; Columbus, OH. Morfini, F., Fisher, H., Webb, C.A. (2026). Understanding Real-World Contextual Patterns of Repetitive Negative Thinking in Adolescents at Risk for Depression. Paper presented at: Technology in Psychiatry Summit. Morfini, F., Fisher, H., Webb, C.A. (2026). Understanding Real-World Contextual Patterns of Repetitive Negative Thinking in Adolescents at Risk for Depression. Paper presented at: Neuroscience of the Everyday World.
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Research Statement
I am an Assistant Professor in the Department of Psychology at Bar-Ilan University and a licensed clinical psychologist in Israel. I completed my doctorate in clinical psychology at Bar-Ilan University, followed by postdoctoral training in clinical research and data science at the University of Haifa and in adolescent depression at Harvard Medical School and McLean Hospital. My research program examines how emotional processes shape the onset, maintenance, and treatment of depression, with a particular focus on adolescence as both a period of heightened risk and an important window for early intervention. I study emotional systems as dynamic processes that unfold within individuals over time. Patterns such as rigidity, inertia, variability, and impaired recovery from stress may reflect vulnerability, while changes in these patterns may provide early indications that a person's emotional system is moving toward depression. During my doctoral research, I examined emotional change processes within psychotherapy using intensive longitudinal designs and advanced statistical methods. In my first postdoctoral position at the University of Haifa, supported by the Data Science Research Center, I incorporated AI-based facial expression analysis to characterize patient and therapist emotional dynamics and their associations with treatment outcomes. My subsequent work at Harvard Medical School and McLean Hospital extended this framework beyond psychotherapy and into the daily lives of adolescents, using ecological momentary assessment, passive smartphone sensing, automated behavioral coding, and natural language processing, including large language models, to capture emotional and behavioral processes as they naturally unfold. My current research brings affective science, clinical psychology, and artificial intelligence together to develop personalized approaches to the early identification and prevention of depression. Rather than relying only on population-level risk markers or waiting until symptoms cross a diagnostic threshold, I use intensive longitudinal and multimodal data to model each person's typical patterns and identify meaningful within-person deviations. These data may include language, mobility, sleep, social activity, physiology, and momentary reports. I combine dynamical systems models and statistical process control with machine learning and large language models to examine when risk is emerging, for whom, and under what conditions. Across these projects, I integrate multilevel modeling, dynamical systems approaches, statistical process control, natural language processing, machine learning, and automated behavioral measurement. This work has produced more than 30 peer-reviewed articles and has been recognized through awards and fellowships including the Alfred Pope Award for Early Career Investigators from McLean Hospital, the Most Valuable Paper Award from the Society for the Advancement of Psychotherapy, the Emerging Scholar Award from the Society for Psychotherapy Research, and the Jonathan Edward Brooking Mental Health Research Scholar Award. I also received the Kaplen Award at Harvard Medical School, granted to one researcher annually across the institution. A growing direction of my program is the development and evaluation of AI systems that can support timely, personalized intervention. This includes using large language models to interpret structured and unstructured data, integrating information across sensing modalities, and generating clinically meaningful summaries or intervention recommendations. As I establish my independent research program at Bar-Ilan University, my goal is to connect basic research on emotional dynamics with scalable, clinically responsible AI tools for early identification and intervention. By identifying person-specific changes that precede depression and testing how those signals can guide support in real time, this program aims to advance a more precise, preventive, and process-oriented approach to mental health care. |
Publications
2026
Fisher, H., Jaffe, N. M., Pidvirny, K., Tierney, A. O., Vaidean, M. S., Dongre, P., & Webb, C. A. (2026). Language-based detection of depression with machine learning: Systematic review and meta-analysis. npj Digital Medicine, 9. doi:10.1038/s41746-026-02448-1
Fisher, H. (2026). The hidden costs of being in sync. Nature Reviews Psychology, 5, 374. doi:10.1038/s44159-026-00572-z
Fisher, H., Jaffe, N. M., Pidvirny, K., Tierney, A. O., Pizzagalli, D. A., & Webb, C. A. (in press). Using natural language processing to track negative emotions in the daily lives of adolescents. Journal of Psychopathology and Clinical Science. doi:10.1037/abn0001150
Palermo, E. H., Fisher, H., Blank, J. M., Anderson, C., Bogdanov, M., Steinberger, D. C., Long, Y., Nowicki, G. P., Smith, G. W., Webb, C. A., Kuhn, M., & Pizzagalli, D. A. (2026). Characterizing emotion dynamics in remitted depression: A network approach using ecological momentary assessment. Journal of Mood and Anxiety Disorders, 14, 100182. doi:10.1016/j.xjmad.2026.100182
2025
Fisher, H., Fatimah, H., Pidvirny, K., Brown, H., Balkind, E., Pastro, B., & Webb, C. A. (2025). Affect dynamics in adolescent depression: Are all equilibria worth returning to? Emotion, 25(8), 1972–1981. doi:10.1037/emo0001545
Fisher, H., Pidvirny, K., Jaffe, N. M., Tierney, A. O., Pizzagalli, D. A., & Webb, C. A. (2025). Emotion rigidity in adolescents prospectively predicts future depressive symptoms assessed via self-report and clinical interview. Behaviour Research and Therapy, 193, 104818. doi:10.1016/j.brat.2025.104818
Fisher, H., Jaffe, N. M., Rahimi-Eichi, H., Forbes, E. E., Pizzagalli, D. A., Baker, J. T., & Webb, C. A. (2025). Measuring activation during behavioral activation therapy: A proof-of-concept study using smartphone sensors and LLM-derived ratings in adolescents with anhedonia. NPP—Digital Psychiatry and Neuroscience, 3. doi:10.1038/s44277-025-00045-w
Fisher, H. (2025). Emotional AI is here — let's shape it, not shun it. Nature, 644, 876. doi:10.1038/d41586-025-02699-0
Webb, C. A., & Fisher, H. (2025). Tracking psychopathology dimensions through passive smartphone sensing — Promises, pitfalls, and pathways to clinical integration. JAMA Network Open, 8(7), e2519054. doi:10.1001/jamanetworkopen.2025.19054
Fisher, H., Sened, H., Falkenström, F., Rafaeli, E., Bar-Kalifa, E., Watson, J., & Atzil-Slonim, D. (2025). Reliability and validity of the Emotional Processing Self-Report. Psychotherapy, 62(2), 191–207. doi:10.1037/pst0000575
Webb, C. A., Hilt, L. M., Swords, C. M., Bolt, D. M., Fisher, H., & Goldberg, S. B. (2025). Ecological momentary assessment as a measure of intervention change: Evaluation in 4 digital mental health trials. Journal of Medical Internet Research, 27, e69297. doi:10.2196/69297
Wang, L., Zhou, N., Jaffe, N. M., Pidvirny, K., Tierney, A. O., Fisher, H., Morfini, F., Forbes, E. E., Pizzagalli, D. A., Cai, T., & Webb, C. A. (2025). Multimodal prediction of future depressive symptoms in adolescents. BMC Psychiatry, 26, 21. doi:10.1186/s12888-025-07665-8
2024
Fisher, H., Reiss, P. T., Atias, D., Malka, M., Shahar, B., Shamay-Tsoory, S., & Zilcha-Mano, S. (2024). Facing emotions: Between- and within-sessions changes in facial expression during psychological treatment for depression. Clinical Psychological Science, 12(5), 840–854. doi:10.1177/21677026231195793
Fisher, H., Stone, S. J., Zilcha-Mano, S., Goldstein, P., & Anderson, T. (2024). Integrating exploration and prediction in computational psychotherapy science: Proof of concept. Frontiers in Psychiatry, 14, 1274764. doi:10.3389/fpsyt.2023.1274764
Zilcha-Mano, S., Keefe, J. R., Fisher, H., Dolev-Amit, T., Veler-Poleg, N., & Barber, J. P. (2024). Is the use of interpretations associated with treatment outcome? A systematic review and meta-analytic answer. Clinical Psychology: Science and Practice, 31(1), 1–13. doi:10.1037/cps0000158
Grossman-Giron, A.*, Fisher, H.*, Atzil-Slonim, D., Maoz, H., Nitzan, U., & Tzur Bitan, D. (2024). The effect of oxytocin administration on patient-therapist alliance congruency: Results from a randomized controlled trial. Psychotherapy Research, 34(8), 1092–1102. doi:10.1080/10503307.2023.2269300 *equal contribution
Fisher, H. (2024). One cannot leave a place until one has arrived at it: Working with emotions in psychotherapy. Sihot/Dialogue: Israel Journal of Psychotherapy, 38, 284–287. [Hebrew] PDF
2023
Fisher, H., Solomonov, N., Falkenström, F., Shahar, B., Shamay-Tsoory, S., & Zilcha-Mano, S. (2023). Therapists' oxytocin response mediates the association between patients' negative emotions and psychotherapy outcomes. Journal of Affective Disorders, 338, 163–170. doi:10.1016/j.jad.2023.06.013
Zilcha-Mano, S., Fisher, H., Dolev-Amit, T., Keefe, J. R., & Barber, J. P. (2023). A systematic review of the association between interpretations and immediate, intermediate, and distal outcomes. Psychotherapy, 60(3), 266–282. doi:10.1037/pst0000479
2022
Zilcha-Mano, S., & Fisher, H. (2022). Distinct roles of state-like and trait-like patient–therapist alliance in psychotherapy. Nature Reviews Psychology, 1(4), 194–210. doi:10.1038/s44159-022-00029-z
Berko, A., Bar-Sella, A., Fisher, H., Sobolev, M., Pollak, J. P., & Zilcha-Mano, S. (2022). Development and evaluation of the HRSD-D, an image-based digital measure of the Hamilton Rating Scale for Depression. Scientific Reports, 12, 14003. doi:10.1038/s41598-022-18434-y
Deres-Cohen, K., Lipsitz-Odess, I., Fisher, H., Ramseyer, F. T., Lutz, W., & Zilcha-Mano, S. (2022). Shedding light on the effects of supportive techniques on nonverbal synchrony and their moderators in psychotherapy for depression. Psychotherapy Research, 32(4), 470–483. doi:10.1080/10503307.2021.1966542
2021
Zilcha-Mano, S., Shahar, B., Fisher, H., Dolev-Amit, T., Greenberg, L. S., & Barber, J. P. (2021). Investigating patient-specific mechanisms of change in SET vs. EFT for depression: Study protocol for a mechanistic randomized controlled trial. BMC Psychiatry, 21, 287. doi:10.1186/s12888-021-03279-y
Zilcha-Mano, S., Dolev-Amit, T., Fisher, H., Ein-Dor, T., & Strauß, B. (2021). Patients' individual differences in implicit and explicit expectations from the therapist as a function of attachment orientation. Journal of Counseling Psychology, 68(6), 682–695. doi:10.1037/cou0000503
Lipsitz-Odess, I., Fisher, H., Kartaginer, O., Leibovich, L., & Zilcha-Mano, S. (2021). When less is more: The perception of psychotherapy techniques as a function of patient personality disorder. Psychology and Psychotherapy: Theory, Research and Practice, 94(4), 929–951. doi:10.1111/papt.12347
Levi, E., Fischer, S., Fisher, H., Admon, R., & Zilcha-Mano, S. (2021). Patient and therapist in-session cortisol as predictor of post-session patient reported affect. Brain Sciences, 11(11), 1483. doi:10.3390/brainsci11111483
2020
Fisher, H., HaCohen, N., Shimshi, S., Rand-Lakritz, S., Shapira, K., Tuval-Mashiach, R., & Zilcha-Mano, S. (2020). Ability to move between self-states and emotional experiencing and processing as predictors of symptomatic change. Psychology and Psychotherapy: Theory, Research and Practice, 93(4), 723–738. doi:10.1111/papt.12256
Fisher, H., Rafaeli, E., Bar-Kalifa, E., Barber, J. P., Solomonov, N., Peri, T., & Atzil-Slonim, D. (2020). Therapists' interventions as a predictor of clients' emotional experience, self-understanding, and treatment outcomes. Journal of Counseling Psychology, 67(1), 66–78. doi:10.1037/cou0000377
Flückiger, C., Rubel, J., Del Re, A. C., Horvath, A. O., Wampold, B. E., Crits-Christoph, P., ... Fisher, H., et al. (2020). The reciprocal relationship between alliance and early treatment symptoms: A two-stage individual participant data meta-analysis. Journal of Consulting and Clinical Psychology, 88(9), 829–843. doi:10.1037/ccp0000594
2019
Fisher, H., Atzil-Slonim, D., Bar-Kalifa, E., Rafaeli, E., & Peri, T. (2019). Growth curves of clients' emotional experience and their association with emotion regulation and symptoms. Psychotherapy Research, 29(4), 463–478. doi:10.1080/10503307.2017.1411627
HaCohen, N., Atzil-Slonim, D., Tuval-Mashiach, R., Bar-Kalifa, E., & Fisher, H. (2019). Multiplicity and mutuality in the transition of patient and therapist's self-states: Comparison of good vs. poor outcome groups. Psychotherapy Research, 29(6), 770–783. doi:10.1080/10503307.2017.1411625
Arnon-Ribenfeld, N., Atzil-Slonim, D., Bar-Kalifa, E., Silber, Y., Fisher, H., Peri, T., Lysaker, P. H., & Hasson-Ohayon, I. (2019). Tracing metacognition in psychotherapy: Associations with symptoms of general distress and depression. Journal of Nervous and Mental Disease, 207(11), 936–943. doi:10.1097/NMD.0000000000001051
Atzil-Slonim, D., Bar-Kalifa, E., Fisher, H., Lazarus, G., Hasson-Ohayon, I., Lutz, W., Rubel, J., & Rafaeli, E. (2019). Therapists' empathic accuracy toward their clients' emotions. Journal of Consulting and Clinical Psychology, 87(1), 33–45. doi:10.1037/ccp0000354
2018
Atzil-Slonim, D., Bar-Kalifa, E., Fisher, H., Peri, T., Lutz, W., Rubel, J., & Rafaeli, E. (2018). Emotional congruence between clients and therapists and its effect on treatment outcome. Journal of Counseling Psychology, 65(1), 51–64. doi:10.1037/cou0000250
2016
Fisher, H., Atzil-Slonim, D., Bar-Kalifa, E., Rafaeli, E., & Peri, T. (2016). Emotional experience and alliance contribute to therapeutic change in psychodynamic therapy. Psychotherapy, 53(1), 105–116. doi:10.1037/pst0000041
Book chapters
Zilcha-Mano, S., Fisher, H., Keefe, J. R., Dolev-Amit, T., & Barber, J. P. (in press). Interpretations. In C. E. Hill & J. C. Norcross (Eds.), Psychotherapy Skills and Methods that Work. Oxford University Press.
Preprints & under review
Fisher, H., et al. The poker face tax: Coherence between facial expression and subjective experience as a predictor of depression outcomes in psychological treatment. Preprint. doi:10.31234/osf.io/4m9g6
Fisher, H., et al. Caught in the loop: Modeling within-person feedback loops as predictors of depression. Preprint. doi:10.17605/osf.io/8kr4y
Fisher, H., et al. Personalized early detection of depression onset using multivariate mobile passive sensing. Preprint. doi:10.21203/rs.3.rs-8960944
Courses
Psychopathology from Childhood to Adulthood
Emotion-Focused Therapies
A Dynamic Perspective on Emotional Experiences
Research interests
Emotional Dynamics and Risk for Depression
Emotional Processes and Mechanisms of Change in Psychotherapy
Computational Methods for Studying Emotion and Mental Health
Large Language Models and Mental Health
Research Achievement
Alfred Pope Award for Early Career Investigators, McLean Hospital (2026);
Emerging Scholar Award, Society for Psychotherapy Research (2022);
Most Valuable Paper Award, Society for the Advancement of Psychotherapy (2017).
Grants
2025–2026 — Harvard Medical School Kaplen Award
Personalized Early Detection of Depression Onset Using Mobile Passive Sensing of Stress Indicators.2025–2026 — Jonathan Edward Brooking Mental Health Research Scholar Award, McLean Hospital
Early Detection of Depression Onset Using Mobile Passive Sensing of Personalized Stress Indicators.2024–2025 — Harvard Medical School Livingston Fellowship
The role of emotional rigidity in the onset and treatment of adolescent depression: An ecological momentary assessment approach in two studies.2023–2025 — The Council for Higher Education, Israel Scholarship Program for Outstanding Postdoctoral Students (VATAT)
Investigating Change in Daily Life Emotional Dynamics Following the Treatment of Youth Depression.2022–2024 — Walter Katkovsky Research Grant, American Psychological Foundation
In Session Emotional Rigidity as a Treatment-Specific Mechanism of Change for Major Depressive Disorder.2021–2022 — Society for Psychotherapy Research Small Research Grant
Two types of emotional synchrony as evident by vocal acoustic markers.2021–2022 — Data Science Research Center, University of Haifa — Postdoctoral Fellowship
Inferring Dyadic Emotional Dynamics in Psychotherapy Using Automated Facial Expression Analysis.2021–2022 — Herta and Paul Amir Faculty of Social Sciences, University of Haifa — Postdoctoral Fellowship
Inferring Dyadic Emotional Dynamics in Psychotherapy Using Automated Facial Expression Analysis.2020–2021 — Graduate Studies Authority, University of Haifa — Postdoctoral Fellowship
The Dynamics of Psychotherapy: Exploring the Client-Therapist Relationship as a Temporal Interpersonal Emotion System (TIES).2016–2017 — Society for Psychotherapy Research Small Research Grant
Patterns of change in clients' emotional experience and processing over the course of psychodynamic therapy.
Laboratory
CARED Lab — Computational Approaches to Research in Emotion & Depression
The CARED Lab, led by Dr. Hadar Fisher in the Department of Psychology at Bar-Ilan University, investigates how emotional processes shape the development and treatment of depression. The lab combines clinical science, intensive measurement in everyday life, and computational methods to understand emotional change over time and advance early identification and personalized intervention.
Address: Anna and Max Webb Building for Psychology (902), Department of Psychology, Bar-Ilan University, Ramat Gan 52900, Israel.
Last Updated Date : 23/09/2026