More than reflections: empathy in motivational interviewing includes language style synchrony between therapist and client.
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Empathy is a basic psychological process that involves the development of synchrony in dyads. It is also a foundational ingredient in specific, evidence-based behavioral treatments like motivational interviewing (MI). Ratings of therapist empathy typically rely on a gestalt, "felt sense" of therapist understanding and the presence of specific verbal behaviors like reflective listening. These ratings do not provide a direct test of psychological processes like behavioral synchrony that are theorized to be an important component of empathy in psychotherapy. To explore a new objective indicator of empathy, we hypothesized that synchrony in language style (i.e., matching how statements are phrased) between client and therapists would predict gestalt ratings of empathy over and above the contribution of reflections. We analyzed 122 MI transcripts with high and low empathy ratings based on the Motivational Interviewing Treatment Integrity global rating scale. Linguistic inquiry and word count was used to estimate language style synchrony (LSS) of adjacent client and therapist talk turns. High-empathy sessions showed greater LSS across 11 language style categories compared with low-empathy sessions (p<.01), and overall, average LSS was notably higher in high-empathy versus low-empathy sessions (d=0.62). Regression analyses showed that LSS was predictive of empathy ratings over and above reflection counts; a 1 SD increase in LSS is associated with a 2.4 times increase in the odds of a high-empathy rating, controlling for therapist reflections (odds ratio=2.4; 95% CI: 1.36; 4.24, p<.01). These findings suggest empathy ratings are related to synchrony in language style, over and above synchrony of content as measured by therapist reflections. Novel indicators of therapist empathy may have implications for the study of MI process as well as the training of therapists.
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Linguistic style synchrony was significantly correlated with empathy of the therapist, as rated by trained observers in a standardized test.
“Linguistic style synchrony was significantly correlated with empathy of the therapist, as rated by trained observers in a standardized test.”
From Synchrony in Psychotherapy: A Review and an Integrative Framework for the Therapeutic Alliance (2016) · cites this paper as Lord et al., 2015
Age, gender and language matching are necessary to enhance clients' satisfaction.
“Other studies have also shown that age, gender [40] and language matching [41] necessary to enhance clients’ satisfaction.”
From Barefoot therapists: barriers and facilitators to delivering maternal mental health care through peer volunteers in Pakistan: a qualitative study (2016) · cites this paper as [41]
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Cites
Cicchetti, D. V. (1994) · Psychological Assessment · doi:10.1037/1040-3590.6.4.284 · Cited by 9,349 · see citing works
Motivational interviewing: preparing people for change.
Miller, W. R., & Rollnick, S. (2002) · Cited by 7,002 · see citing works
(1991) · Medical Entomology and Zoology · Cited by 4,438 · see citing works
The chameleon effect: The perception-behavior link and social interaction.
Chartrand, T. L., & Bargh, J. A. (1999) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.76.6.893 · Cited by 4,349 · see citing works
Motivational Interviewing: Helping People Change
Tober, G. (2013) · Alcohol and Alcoholism · doi:10.1093/alcalc/agt010 · Cited by 4,267 · see citing works
Empathy: its ultimate and proximate bases
Preston, S. D., & de Waal, F. B. M. (2002) · Behavioral and Brain Sciences · doi:10.1017/s0140525x02000018 · Cited by 4,126 · see citing works
The chameleon effect: the perception–behavior link and social interaction
Chartrand, T. L., & Bargh, J. A. (1999) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.76.6.893 · Cited by 3,674 · see citing works
Motivational Interviewing: Preparing People for Change, 2nd ed.
Miller, W., & Rollnick, S. (2003) · Journal For Healthcare Quality · doi:10.1097/01445442-200305000-00013 · Cited by 2,634 · see citing works
(2013) · Cited by 2,393 · see citing works
The social neuroscience of empathy
Singer, T., & Lamm, C. (2009) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.2009.04418.x · Cited by 1,981 · see citing works
Imitation, empathy, and mirror neurons
Iacoboni, M. (2009) · Annual Review of Psychology · doi:10.1146/annurev.psych.60.110707.163604 · Cited by 1,606 · see citing works
Toward a theory of motivational interviewing
Miller, W. R., & Rose, G. S. (2009) · American Psychologist · doi:10.1037/a0016830 · Cited by 1,603 · see citing works
Sync: The Emerging Science of Spontaneous Order
Goldenfeld, N. D. (2004) · Physics Today · doi:10.1063/1.1784276 · Cited by 1,528 · see citing works
Sync: The Emerging Science of Spontaneous Order
Strogatz, S. H. (2003) · Cited by 1,297 · see citing works
Empathic: An Unappreciated Way of Being
Rogers, C. R. (1975) · The Counseling Psychologist · doi:10.1177/001100007500500202 · Cited by 1,276 · see citing works
A Meta-Analysis of Motivational Interviewing: Twenty-Five Years of Empirical Studies
Lundahl, B. W., Kunz, C., Brownell, C., Tollefson, D., & Burke, B. L. (2010) · Research on Social Work Practice · doi:10.1177/1049731509347850 · Cited by 1,086 · see citing works
Putting stress into words: Health, linguistic, and therapeutic implications
Pennebaker, J. W. (1993) · Behaviour Research and Therapy · doi:10.1016/0005-7967(93)90105-4 · Cited by 966 · see citing works
Ramseyer, F., & Tschacher, W. (2011) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0023419 · Cited by 754 · see citing works
Fundamentals of nonverbal behavior
Feldman, R. S., & Rimé, B. (1991) · Medical Entomology and Zoology · Cited by 750 · see citing works
Use of the Extreme Groups Approach: A Critical Reexamination and New Recommendations.
Preacher, K. J., Rucker, D. D., MacCallum, R. C., & Nicewander, W. A. (2005) · Psychological Methods · doi:10.1037/1082-989x.10.2.178 · Cited by 732 · see citing works
Baldwin, S. A., Wampold, B. E., & Imel, Z. E. (2007) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.75.6.842 · Cited by 646 · see citing works
Self-citationHow central is the alliance in psychotherapy? A multilevel longitudinal meta-analysis.
Flückiger, C., Del Re, A. C., Wampold, B. E., Symonds, D., & Horvath, A. O. (2012) · Journal of Counseling Psychology · doi:10.1037/a0025749 · Cited by 576 · see citing works
Enhancing motivation for change in problem drinking: a controlled comparison of two therapist styles
Miller, W. R., Benefield, R. G., & Tonigan, J. S. (1993) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.61.3.455 · Cited by 566 · see citing works
Linguistic Style Matching in Social Interaction
Niederhoffer, K. G., & Pennebaker, J. W. (2002) · Journal of Language and Social Psychology · doi:10.1177/026192702237953 · Cited by 563 · see citing works
Communication Accommodation Theory
Gallois, C., & Giles, H. (2015) · The International Encyclopedia of Language and Social Interaction · doi:10.1002/9781118611463.wbielsi066 · Cited by 544 · see citing works
Language Style Matching Predicts Relationship Initiation and Stability
Ireland, M. E., Slatcher, R. B., Eastwick, P. W., Scissors, L. E., Finkel, E. J., & Pennebaker, J. W. (2010) · Psychological Science · doi:10.1177/0956797610392928 · Cited by 532 · see citing works
Elliott, R., Bohart, A. C., Watson, J. C., & Greenberg, L. S. (2011) · Psychotherapy · doi:10.1037/a0022187 · Cited by 511 · see citing works
Psychophysiological approaches to the evaluation of psychotherapeutic process and outcome.
Lacey, J. I. (2004) · American Psychological Association eBooks · doi:10.1037/10036-010 · Cited by 467 · see citing works
Empathic Responding: Sympathy and Personal Distress
Eisenberg, N., & Eggum, N. D. (2009) · The MIT Press eBooks · doi:10.7551/mitpress/9780262012973.003.0007 · Cited by 459 · see citing works
Communication Accommodation Theory
Giles, H., & Baker, S. C. (2008) · The International Encyclopedia of Communication · doi:10.1002/9781405186407.wbiecc067 · Cited by 402 · see citing works
Language style matching in writing: synchrony in essays, correspondence, and poetry.
Ireland, M. E., & Pennebaker, J. W. (2010) · Journal of Personality and Social Psychology · doi:10.1037/a0020386 · Cited by 380 · see citing works
Interpersonal coordination: Behavior matching and interactional synchrony.
Bernieri, F. J., & Rosenthal, R. (1991) · Cited by 368 · see citing works
Marci, C. D., Ham, J., Moran, E., & Orr, S. P. (2007) · Journal of Nervous & Mental Disease · doi:10.1097/01.nmd.0000253731.71025.fc · Cited by 364 · cited 2× · see citing works
“In addition, the current study focused solely on lexical (i.e., words) synchrony, whereas other research has shown acoustic (Imel et al., 2013) and physiological (Marci et al., 2007) synchrony.”
BackgroundChartrand, T. L., & van Baaren, R. (2009) · Advances in experimental social psychology · doi:10.1016/s0065-2601(08)00405-x · Cited by 348 · see citing works
Sustaining motivational interviewing: A meta-analysis of training studies
Schwalbe, C. S., Oh, H. Y., & Zweben, A. (2014) · Addiction · doi:10.1111/add.12558 · Cited by 343 · see citing works
Office-Based Motivational Interviewing to Prevent Childhood Obesity
Schwartz, R. P., Hamre, R., Dietz, W. H., Wasserman, R. C., Slora, E. J., Myers, E. F., Sullivan, S. A., Rockett, H. R. H., Thoma, K. A., Dumitru, G. G., et al. (2007) · Archives of Pediatrics and Adolescent Medicine · doi:10.1001/archpedi.161.5.495 · Cited by 305 · see citing works
Miller, W. R., Benefield, R. G., & Tonigan, J. S. (2001) · American Psychological Association eBooks · doi:10.1037/10412-014 · Cited by 288 · see citing works
(1959) · American Psychological Association eBooks · doi:10.1037/10036-000 · Cited by 284 · see citing works
Explaining Communication : Contemporary Theories and Exemplars
Baxter, L., & Braithwaite, D. O. (2013) · Routledge eBooks · doi:10.4324/9781410614308 · Cited by 278 · see citing works
Is low therapist empathy toxic?
Moyers, T. B., & Miller, W. R. (2012) · Psychology of Addictive Behaviors · doi:10.1037/a0030274 · Cited by 275 · see citing works
The technical hypothesis of motivational interviewing: A meta-analysis of MI’s key causal model.
Magill, M., Gaume, J., Apodaca, T. R., Walthers, J., Mastroleo, N. R., Borsari, B. E., & Longabaugh, R. (2014) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0036833 · Cited by 246 · see citing works
Exploring Affiliation in the Reception of Conversational Complaint Stories
Couper‐Kuhlen, E. (2012) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780199730735.003.0006 · Cited by 220 · see citing works
Physician Empathy and Listening: Associations with Patient Satisfaction and Autonomy
Pollak, K. I., Alexander, S. C., Tulsky, J. A., Lyna, P. R., Coffman, C. J., Dolor, R. J., Gulbrandsen, P., & Østbye, T. (2011) · The Journal of the American Board of Family Medicine · doi:10.3122/jabfm.2011.06.110025 · Cited by 218 · see citing works
Mark My Words! Linguistic Style Accommodation in Social MediaPreprint
Danescu-Niculescu-Mizil, C., Gamon, M., & Dumais, S. (2011) · arXiv (Cornell University) · doi:10.48550/arxiv.1105.0673 · Cited by 188 · see citing works
The association of therapist empathy and synchrony in vocally encoded arousal.
Imel, Z. E., Barco, J. S., Brown, H. J., Baucom, B. R., Baer, J. S., Kircher, J. C., & Atkins, D. C. (2014) · Journal of Counseling Psychology · doi:10.1037/a0034943 · Cited by 159 · see citing works
Self-citationMotivational Interviewing: Helping People Change, 3rd Edition
Miller, W. R., & Rollnick, S. (2012) · Cited by 155 · see citing works
Baer, J. S., Wells, E. A., Rosengren, D. B., Hartzler, B. J., Beadnell, B. A., & Dunn, C. W. (2009) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2009.01.003 · Cited by 149 · see citing works
Self-citationFidelity to Motivational Interviewing and subsequent cannabis cessation among adolescents
McCambridge, J., Day, M., Thomas, B. A., & Strang, J. (2011) · Addictive Behaviors · doi:10.1016/j.addbeh.2011.03.002 · Cited by 131 · see citing works
Interpersonal functioning of alcoholism counselors and treatment outcome.
Valle, S. K. (1981) · Journal of Studies on Alcohol · doi:10.15288/jsa.1981.42.783 · Cited by 122 · see citing works
Boardman, T., Catley, D., Grobe, J. E., Little, T. D., & Ahluwalia, J. S. (2006) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2006.05.006 · Cited by 120 · see citing works
Prosody and empathic communication in psychotherapy interaction
Weiste, E., & Peräkylä, A. (2014) · Psychotherapy Research · doi:10.1080/10503307.2013.879619 · Cited by 104 · see citing works
Gaume, J., Gmel, G. E., Faouzi, M., & Daeppen, J. (2008) · Addiction · doi:10.1111/j.1360-0443.2008.02337.x · Cited by 90 · see citing works
Imel, Z. E., Baldwin, S. A., Baer, J. S., Hartzler, B. J., Dunn, C. W., Rosengren, D. B., & Atkins, D. C. (2014) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0036158 · Cited by 83 · see citing works
Self-citation“You” and “I” need to talk about “us”: Linguistic patterns in marital interactions
Baucom, K. J. W., Atkins, D. C., Sevier, M., Eldridge, K. A., & Christensen, A. (2010) · Personal Relationships · doi:10.1111/j.1475-6811.2010.01251.x · Cited by 77 · see citing works
Self-citationVocal synchrony in psychotherapy.
Reich, C. M., Berman, J. S., Dale, R., & Levitt, H. M. (2014) · Journal of Social and Clinical Psychology · doi:10.1521/jscp.2014.33.5.481 · Cited by 75 · see citing works
The psychiatric interview: a sociophysiologic study.
MASCIO, A. D., Rw, B., Greenblatt, M., & Hc, S. (1955) · PubMed · Cited by 66 · see citing works
The meaning and reliability of accurate empathy ratings: A rejoinder.
Truax, C. B. (1972) · Psychological Bulletin · doi:10.1037/h0032718 · Cited by 41 · see citing works
Flagged first, then by citations
2 of the 59 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- Rogers CR Koch S 1959 A theory of therapy, personality, and interpersonal relationships: As developed in the client-centered framework New York, NY McGraw-Hill New York
Cited by
Sorted by citations
Synchrony in Psychotherapy: A Review and an Integrative Framework for the Therapeutic Alliance
Koole, S. L., & Tschacher, W. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.00862 · Cited by 456 · see citing works
“One pioneering study of language use during psychotherapy examined 122 sessions by 122 therapists in the USA (Lord et al., 2015).”
BackgroundUsing large language models in psychology
Demszky, D., Yang, D., Yeager, D. S., Bryan, C. J., Clapper, M., Chandhok, S., Eichstaedt, J. C., Hecht, C., Jamieson, J., Johnson, M., et al. (2023) · Nature Reviews Psychology · doi:10.1038/s44159-023-00241-5 · Cited by 369 · see citing works
Magill, M., Apodaca, T. R., Borsari, B. E., Gaume, J., Hoadley, A., Gordon, R. E. F., Tonigan, J. S., & Moyers, T. B. (2017) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000250 · Cited by 335 · see citing works
A Computational Approach to Understanding Empathy Expressed in Text-Based Mental Health Support
Sharma, A., Miner, A., Atkins, D., & Althoff, T. (2020) · Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) · doi:10.18653/v1/2020.emnlp-main.425 · Cited by 268 · see citing works
Self-citation“I feel your pain”: A critical review of organizational research on empathy
Clark, M. A., Robertson, M. M., & Young, S. F. (2018) · Journal of Organizational Behavior · doi:10.1002/job.2348 · Cited by 251 · see citing works
Designing a Chatbot for a Brief Motivational Interview on Stress Management: Qualitative Case Study
Park, S., Choi, J., Lee, S., Oh, C., Kim, C., La, S., Lee, J., & Suh, B. (2019) · Journal of Medical Internet Research · doi:10.2196/12231 · Cited by 137 · see citing works
Atif, N., Lovell, K., Husain, N., Sikander, S., Patel, V., & Rahman, A. (2016) · International Journal of Mental Health Systems · doi:10.1186/s13033-016-0055-9 · Cited by 96 · see citing works
“Other studies have also shown that age, gender [40] and language matching [41] necessary to enhance clients’ satisfaction.”
BackgroundInterpersonal Coordination Dynamics in Psychotherapy: A Systematic Review
Wiltshire, T. J., Philipsen, J. S., Trasmundi, S. B., Jensen, T. W., & Steffensen, S. V. (2020) · Cognitive Therapy and Research · doi:10.1007/s10608-020-10106-3 · Cited by 105 · see citing works
Grondin, F., Lomanowska, A. M., & Jackson, P. L. (2019) · Clinical Psychology Science and Practice · doi:10.1111/cpsp.12298 · Cited by 100 · see citing works
Automated evaluation of psychotherapy skills using speech and language technologies
Flemotomos, N., Martínez, V. R., Chen, Z., Singla, K., Ardulov, V., Peri, R., Caperton, D. D., Gibson, J., Tanana, M., Georgiou, P., et al. (2021) · Behavior Research Methods · doi:10.3758/s13428-021-01623-4 · Cited by 104 · see citing works
Self-citationEllingsen, D., Isenburg, K., Jung, C. J., Lee, J., Gerber, J. A., Mawla, I., Sclocco, R., Jensen, K. B., Edwards, R. R., Kelley, J. M., et al. (2020) · Science Advances · doi:10.1126/sciadv.abc1304 · Cited by 83 · see citing works
Technology-enhanced human interaction in psychotherapy.
Imel, Z. E., Caperton, D. D., Tanana, M., & Atkins, D. C. (2017) · Journal of Counseling Psychology · doi:10.1037/cou0000213 · Cited by 88 · see citing works
Self-citationUnderstanding and Predicting Empathic Behavior in Counseling Therapy
Pérez‐Rosas, V., Mihalcea, R. F., Resnicow, K., Singh, S. P., & An, L. C. (2017) · Proceedings of the conference - Association for Computational Linguistics. Meeting · doi:10.18653/v1/p17-1131 · Cited by 82 · see citing works
Piccolo, L. D., Finset, A., Mellblom, A. V., Figueiredo‐Braga, M., Korsvold, L., Zhou, Y., Zimmermann, C., & Humphris, G. M. (2017) · Patient Education and Counseling · doi:10.1016/j.pec.2017.06.026 · Cited by 78 · see citing works
Vocal synchrony in psychotherapy.
Reich, C. M., Berman, J. S., Dale, R., & Levitt, H. M. (2014) · Journal of Social and Clinical Psychology · doi:10.1521/jscp.2014.33.5.481 · Cited by 75 · see citing works
Smith, J. D., Berkel, C., Jordan, N., Atkins, D. C., Narayanan, S. S., Gallo, C. G., Grimm, K. J., Dishion, T. J., Mauricio, A. M., Rudo‐Stern, J., et al. (2018) · Implementation Science · doi:10.1186/s13012-017-0697-2 · Cited by 75 · see citing works
Self-citationRamseyer, F. (2019) · Psychotherapy Research · doi:10.1080/10503307.2019.1676932 · Cited by 73 · see citing works
Pérez‐Rosas, V., Wu, X., Resnicow, K., & Mihalcea, R. F. (2019) · Proceedings of the conference - Association for Computational Linguistics. Meeting · doi:10.18653/v1/p19-1088 · Cited by 70 · see citing works
Routine outcome monitoring: Coming of age—With the usual developmental challenges.
Wampold, B. E. (2015) · Psychotherapy · doi:10.1037/pst0000037 · Cited by 70 · see citing works
Meinecke, A. L., & Kauffeld, S. (2018) · Journal of Business and Psychology · doi:10.1007/s10869-018-9554-9 · Cited by 62 · see citing works
Research strategies to discern active psychological therapy components: A scoping review
Leijten, P., Weisz, J. R., & Gardner, F. (2021) · Clinical Psychological Science · doi:10.1177/2167702620978615 · Cited by 55 · see citing works
Facilitating dyadic synchrony in psychotherapy sessions: Systematic review and meta-analysis
Atzil–Slonim, D., Soma, C. S., Zhang, X., Paz, A., & Imel, Z. E. (2023) · Psychotherapy Research · doi:10.1080/10503307.2023.2191803 · Cited by 63 · see citing works
Self-citationMoore, S. G., & McFerran, B. (2017) · Journal of the Association for Consumer Research · doi:10.1086/690942 · Cited by 53 · see citing works
Empathy in the Clinician–Patient Relationship
Finset, A., & Ørnes, K. (2017) · Journal of Patient Experience · doi:10.1177/2374373517699271 · Cited by 53 · see citing works
The Dutch translation of the Linguistic Inquiry and Word Count (LIWC) 2007 dictionary
Boot, P., Zijlstra, H., & Geenen, R. (2017) · Dutch Journal of Applied Linguistics · doi:10.1075/dujal.6.1.04boo · Cited by 52 · see citing works
Creed, T. A., Salama, L., Slevin, R., Tanana, M., Imel, Z. E., Narayanan, S. S., & Atkins, D. C. (2022) · BMC Health Services Research · doi:10.1186/s12913-022-08519-9 · Cited by 49 · see citing works
Self-citationPredicting Counselor Behaviors in Motivational Interviewing Encounters
Pérez‐Rosas, V., Mihalcea, R. F., Resnicow, K., Singh, S. P., Ann, L., Goggin, K., & Catley, D. (2017) · Conference of the European Chapter of the Association for Computational Linguistics · doi:10.18653/v1/e17-1106 · Cited by 49 · see citing works
Gibson, J., Malandrakis, N., Romero, F., Atkins, D. C., & Narayanan, S. S. (2015) · Interspeech (USB) · doi:10.21437/interspeech.2015-429 · Cited by 48 · see citing works
Self-citationA word-count approach to analyze linguistic patterns in the reflective writings of medical students
Lin, C.-W., Lin, M.-J., Wen, C.-C., & Chu, S. (2016) · Medical Education Online · doi:10.3402/meo.v21.29522 · Cited by 43 · see citing works
Language Style Matching in Romantic Partners’ Conflict and Support Interactions
Bowen, J., Winczewski, L., & Collins, N. (2017) · Journal of Language and Social Psychology · doi:10.1177/0261927x16666308 · Cited by 33 · see citing works
Flemotomos, N., Martínez, V. R., Chen, Z., Creed, T. A., Atkins, D. C., & Narayanan, S. S. (2021) · PLoS ONE · doi:10.1371/journal.pone.0258639 · Cited by 43 · see citing works
Self-citationAdvances in Motivational Interviewing for Pediatric Obesity
Resnicow, K., Harris, D. L., Wasserman, R. C., Schwartz, R. P., Pérez‐Rosas, V., Mihalcea, R. F., & Snetselaar, L. (2016) · Pediatric Clinics of North America · doi:10.1016/j.pcl.2016.02.008 · Cited by 38 · see citing works
Holmes, M., & Yarhi-Milo, K. (2016) · International Studies Quarterly · doi:10.1093/isq/sqw034 · Cited by 37 · see citing works
Borelli, J. L., Sohn, L. M., Wang, B. A., Hong, K., DeCoste, C. L., & Suchman, N. E. (2018) · Psychoanalytic Psychology · doi:10.1037/pap0000177 · Cited by 36 · see citing works
Xiao, B., Imel, Z. E., Georgiou, P., Atkins, D. C., & Narayanan, S. S. (2016) · Current Psychiatry Reports · doi:10.1007/s11920-016-0682-5 · Cited by 34 · see citing works
Self-citationBuilding a Motivational Interviewing Dataset
Pérez‐Rosas, V., Mihalcea, R. F., Resnicow, K., Singh, S. P., & An, L. C. (2016) · Workshop on Computational Linguistics and Clinical Psychology (CLPsych) · doi:10.18653/v1/w16-0305 · Cited by 28 · see citing works
Evaluating generative AI responses to real-world drug-related questions
Giorgi, S., Isman, K., Liu, T., Fried, Z., Sedoc, J., & Curtis, B. (2024) · Psychiatry Research · doi:10.1016/j.psychres.2024.116058 · Cited by 24 · see citing works
Gaume, J., Hallgren, K. A., Clair, C., Mast, M. S., Carrard, V., & Atkins, D. C. (2019) · Journal of Counseling Psychology · doi:10.1037/cou0000322 · Cited by 25 · see citing works
Self-citationmultiSyncPy: A Python package for assessing multivariate coordination dynamics
Hudson, D., Wiltshire, T. J., & Atzmueller, M. (2022) · Behavior Research Methods · doi:10.3758/s13428-022-01855-y · Cited by 24 · see citing works
Chapter 25. Motivational Enhancement
Shulman, M., Pruzan, K., & Carpenter, K. M. (2021) · American Psychiatric Association Publishing eBooks · doi:10.1176/appi.books.9781615373970.kb25 · Cited by 23 · see citing works
Introducing rLSM: An integrated metric assessing temporal reciprocity in language style matching
Müller-Frommeyer, L. C., Frommeyer, N. A. M., & Kauffeld, S. (2018) · Behavior Research Methods · doi:10.3758/s13428-018-1078-8 · Cited by 23 · see citing works
Scheidt, C. E., Pfänder, S., Ballati, A., Schmidt, S., & Lahmann, C. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.696448 · Cited by 24 · see citing works
Nobles, A. L., Leas, E. C., Dredze, M. H., & Ayers, J. W. (2020) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v14i1.7315 · Cited by 21 · see citing works
Analyzing the Quality of Counseling Conversations: the Tell-Tale Signs of High-quality Counseling
Pérez‐Rosas, V., Xue-tong, S., Li, C., Wang, Y., Resnicow, K., & Mihalcea, R. F. (2018) · Language Resources and Evaluation Conference (LREC) · doi:10.63317/5m64ebk6fy4k · Cited by 21 · see citing works
Language Matters: The Double-Edged Role of Linguistic Style Matching in Work Groups
Heuer, K., Müller-Frommeyer, L. C., & Kauffeld, S. (2019) · Small Group Research · doi:10.1177/1046496419874498 · Cited by 21 · see citing works
Staton, A., Dawson, D. L., Merdian, H. L., Tickle, A., & Walker, T. (2023) · Psychology and Psychotherapy Theory Research and Practice · doi:10.1111/papt.12504 · Cited by 20 · see citing works
The Language of Situational Empathy
Zhou, K., Aiello, L. M., Šćepanović, S., Quercia, D., & Konrath, S. (2021) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3449087 · Cited by 22 · see citing works
Measuring Linguistic Synchrony in Psychotherapy
Shapira, N., Atzil–Slonim, D., Tuval‐Mashiach, R., & Shapira, O. (2022) · Workshop on Computational Linguistics and Clinical Psychology (CLPsych) · doi:10.18653/v1/2022.clpsych-1.14 · Cited by 20 · see citing works
Reciprocal language style matching in psychotherapy research
Doorn, K. A., & Müller-Frommeyer, L. C. (2020) · Counselling and Psychotherapy Research · doi:10.1002/capr.12298 · Cited by 19 · see citing works
Potential Role of Nonverbal Synchrony in Psychotherapy: A Meta‐Analysis
Gregorini, C., Carli, P. D., Parolin, L. A. L., Tschacher, W., & Preti, E. (2025) · Counselling and Psychotherapy Research · doi:10.1002/capr.12885 · Cited by 21 · see citing works
Ryu, J., Heisig, S., McLaughlin, C., Katz, M., Mayberg, H., & Gu, X.-S. (2023) · iScience · doi:10.1016/j.isci.2023.106860 · Cited by 15 · see citing works
VERVE: Template-based ReflectiVE Rewriting for MotiVational IntErviewing
Min, D. J., Pérez‐Rosas, V., Resnicow, K., & Mihalcea, R. F. (2023) · Findings of the Association for Computational Linguistics: EMNLP (Findings of EMNLP) · doi:10.18653/v1/2023.findings-emnlp.690 · Cited by 15 · see citing works
Rating motivational interviewing fidelity from thin slices.
Caperton, D. D., Atkins, D. C., & Imel, Z. E. (2018) · Psychology of Addictive Behaviors · doi:10.1037/adb0000359 · Cited by 15 · see citing works
Self-citationNitzburg, G. C., & Farber, B. A. (2019) · Journal of Clinical Psychology · doi:10.1002/jclp.22718 · Cited by 12 · see citing works
Israelashvili, J., & Fischer, A. H. (2022) · Journal of Intelligence · doi:10.3390/jintelligence11010006 · Cited by 14 · see citing works
Modeling Interpersonal Linguistic Coordination in Conversations Using Word Mover’s Distance
Nasir, M., Chakravarthula, S. N., Baucom, B., Atkins, D. C., Georgiou, P., & Narayanan, S. S. (2019) · Interspeech (USB) · doi:10.21437/interspeech.2019-1900 · Cited by 14 · see citing works
Self-citationMcCowan, B., Hubbard, J. A., Walker, L., Sharpe, F., Frediani, J., & Doyle, L. R. (2023) · PeerJ · doi:10.7717/peerj.16349 · Cited by 13 · see citing works
Strategies for using metaphor in psychological treatment
Törneke, N. (2020) · Metaphor and the Social World · doi:10.1075/msw.00004.tor · Cited by 13 · see citing works
Leveraging Social Computing for Personalized Crisis Communication using Social Media
Leykin, D., Aharonson‐Daniel, L., & Lahad, M. (2016) · PLoS Currents · doi:10.1371/currents.dis.b2c5870adf1b7a77af82e7d5552aabe7 · Cited by 13 · see citing works
Supervised Speaker Diarization Using Random Forests: A Tool for Psychotherapy Process Research
Fürer, L., Schenk, N., Röth, V., Steppan, M., Schmeck, K., & Zimmermann, R. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.01726 · Cited by 11 · see citing works
Geng, S., Inayoshi, R., Yang, C.-L., Sramek, Z., Umeda, Y., Kasahara, C., Sato, A. J., Hosio, S. J., & Yatani, K. (2025) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713918 · Cited by 10 · see citing works
Evaluating Synthetic Data Generation from User Generated Text
Chim, J., Ive, J., & Liakata, M. (2024) · Computational Linguistics · doi:10.1162/coli_a_00540 · Cited by 10 · see citing works
Predicting working alliance in psychotherapy: A multi-modal machine learning approach
Doorn, K. A., Cicconet, M., Cohn, J. F., & Aafjes, M. (2025) · Psychotherapy Research · doi:10.1080/10503307.2024.2428702 · Cited by 11 · see citing works
Haugstvedt, H. (2019) · DOAJ (DOAJ: Directory of Open Access Journals) · Cited by 10 · see citing works
As She Was Saying: The Role of Gender and Narratives in Oral Argument Amicus Success
Gleason, S. A., & Ivy, D. K. (2021) · Justice System Journal · doi:10.1080/0098261x.2020.1869631 · Cited by 10 · see citing works
Odusola, F., Smith, J. L., Turrigiano, E., Shulman, M., Grbic, J. T., Fine, J. B., Hu, M., Nunes, E. V., Bisaga, A. M., & LEVIN, F. R. (2021) · European Journal Of Dental Education · doi:10.1111/eje.12661 · Cited by 9 · see citing works
Albano, G., Salerno, L., Cardi, V., Brockmeyer, T., Ambwani, S., Treasure, J. L., & Coco, G. L. (2022) · European Eating Disorders Review · doi:10.1002/erv.2948 · Cited by 8 · see citing works
Civic-Mindedness Sustains Empathy in a Cohort of Physical Therapy Students: A Pilot Cohort Study
Palombaro, K. M., Black, J. D., Dole, R. L., Jones, S. A., & Stewart, A. R. (2019) · Journal of Patient Experience · doi:10.1177/2374373519837246 · Cited by 8 · see citing works
The Historical Evolution and Modern Research of the Alliance in Psychotherapy and Counseling
Oreshina, G. V., & Zhukova, M. (2023) · Clinical Psychology and Special Education · doi:10.17759/cpse.2023120302 · Cited by 7 · see citing works
Moberg, M., Lindqvist, H., Andermo, S., & Norman, Å. (2022) · Clinics and Practice · doi:10.3390/clinpract12030039 · Cited by 7 · see citing works
Koivumäki, T., Kääriäinen, M., Tuomikoski, A., & Kaunonen, M. (2025) · JBI Evidence Synthesis · doi:10.11124/jbies-24-00056 · Cited by 7 · see citing works
Lee, J. H. N., Chui, H. T., Lee, T., Luk, S., Tao, D., & Lee, N. W. T. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.1018170 · Cited by 6 · see citing works
Morrissey, G., Tsuchiyagaito, A., Takahashi, T., McMillin, J., Aupperle, R. L., Misaki, M., & Khalsa, S. S. (2024) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2024.105680 · Cited by 6 · see citing works
Alliance challenges in the treatment of a narcissistic patient: the case of Alex
Zalman, H., Doorn, K. A., & Eubanks, C. F. (2019) · Research in Psychotherapy Psychopathology Process and Outcome · doi:10.4081/ripppo.2019.351 · Cited by 6 · see citing works
Phillip, K., Beel, N., & Machin, T. M. (2020) · Psychotherapy and Counselling Journal of Australia · doi:10.59158/001c.71253 · Cited by 6 · see citing works
Tien, Y.-M., Lin, C.-Y., Pai, P.-Y., Tsai, C., & Hsu, L.-C. (2025) · Perspectives on Medical Education · doi:10.5334/pme.1482 · Cited by 5 · see citing works
Huang, Y., Liu, H., Li, S., Wang, W., & Zhou, Z. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.817570 · Cited by 8 · see citing works
Language style matching and treatment outcome in anorexia nervosa
Schaper, R., Nowotny, C., Michalek, S., Schmidt, U. H., & Brockmeyer, T. (2022) · European Eating Disorders Review · doi:10.1002/erv.2943 · Cited by 5 · see citing works
Vocal Synchrony of Robots Boosts Positive Affective Empathy
Nishimura, S., Nakamura, T., Sato, W., Kanbara, M., Fujimoto, Y., Kato, H., & Hagita, N. (2021) · Applied Sciences · doi:10.3390/app11062502 · Cited by 5 · see citing works
Jiang, L. C. (2022) · Journal of Social and Personal Relationships · doi:10.1177/02654075221092107 · Cited by 2 · see citing works
Cross-status communication and project outcomes in OSS development
Han, Y., Wang, Z., Feng, Y., Zhao, Z., & Wang, Y. (2023) · Empirical Software Engineering · doi:10.1007/s10664-023-10298-8 · Cited by 4 · see citing works
Communicating Without Words in Psychotherapy … and Why We Can’t Talk About It
Peebles, M. J. (2023) · Psychoanalytic Inquiry · doi:10.1080/07351690.2023.2277154 · Cited by 4 · see citing works
Depression and Reciprocal Language Style Matching in Text Messages
Weinstein, M., & Jensen, M. R. (2023) · Journal of Language and Social Psychology · doi:10.1177/0261927x231163305 · Cited by 4 · see citing works
Modeling Interpersonal Linguistic Coordination in Conversations using Word Mover's Distance
Nasır, Chakravarthula, S. N., Baucom, B., Atkins, D. C., Georgiou, P., & Narayanan, S. S. (2019) · PubMed Central · doi:10.48550/arxiv.1904.06002 · Cited by 3 · see citing works
Self-citationSimper, T. N., Agley, J. D., DeSalle, M., Todd, J., & Dutta, T. (2020) · BMC Medical Education · doi:10.1186/s12909-020-1956-5 · Cited by 3 · see citing works
Sidique, F. A. A., Khalid, M., Karim, A. H. A., Hamid, S. R. A., Sidek, S. N., Dzulkarnain, A. A. A., & Yusof, H. M. (2022) · Journal of Curriculum and Teaching · doi:10.5430/jct.v11n8p97 · Cited by 3 · see citing works
Lyew, T., Kazan, J., Patel, K., Croswell, E., Minhaj, S., Lopaczynski, A., Berindan‐Neagoe, I., & Stahl, S. T. (2023) · Internet Interventions · doi:10.1016/j.invent.2023.100645 · Cited by 3 · see citing works
Wang, W., Blackburn, K. G., Thompson, R. M., Bajaj, K., Pedler, R., & Fucci, K. (2024) · Health Communication · doi:10.1080/10410236.2024.2314343 · Cited by 3 · see citing works
Harris, I., & Küssner, M. B. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.557162 · Cited by 3 · see citing works
Investigating Unconscious Verbal Mimicry as a Measure of Empathy in Design
Fabunmi, O., Halgamuge, S. K., & Hölttä‐Otto, K. (2025) · Journal of Mechanical Design · doi:10.1115/1.4068532 · Cited by 2 · see citing works
Atzil–Slonim, D., Soma, C. S., Zhang, X., Paz, A., & Imel, Z. E. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197611012.003.0012 · Cited by 2 · see citing works
Self-citationWanstall, E. A., & Kohut, S. A. (2023) · Children s Health Care · doi:10.1080/02739615.2023.2272954 · Cited by 2 · see citing works
Taraban, R., & Khaleel, A. (2019) · East European Journal of Psycholinguistics · doi:10.29038/eejpl.2019.6.2.tar · Cited by 2 · see citing works
Xie, W., Ji, M., Liu, Y., Hao, T., & Chow, C.-Y. (2021) · JMIR Medical Informatics · doi:10.2196/30115 · Cited by 2 · see citing works
Rydell, A., Hellsten, M., Lindow, M., & Iggman, D. (2022) · Nutrients · doi:10.3390/nu14051022 · Cited by 2 · see citing works
Therapist Empathy Assessment in Motivational Interviews
Tavabi, L., Tran, T., Borsari, B. E., Delacruz, J., Woolley, J. D., Scherer, S. J., & Soleymani, M. (2023) · International Conference on Affective Computing and Intelligent Interaction and workshops · doi:10.1109/acii59096.2023.10388176 · Cited by 3 · see citing works
Dong, W., Wang, W., Han, X., Huang, J., Li, L., & Huang, Y. (2025) · Computers in Biology and Medicine · doi:10.1016/j.compbiomed.2025.110789 · Cited by 2 · see citing works
Maagaard, C. A., & Nielsen, A. S. (2025) · Text and Talk · doi:10.1515/text-2024-0161 · Cited by 1 · see citing works
- Authors
- Lord, S. P., Sheng, E., Imel, Z. E., Baer, J., & Atkins, D. C.
- Affiliations
- University of Washington (US)
- University of Utah (US)
- Corresponding author
- Lord, Sarah Peregrine
- Venue
- Behavior Therapy
- Publisher
- Elsevier BV
- Published
- 2015-05
- Volume
- 46
- Issue
- 3
- Pages
- 296-303
- ISSN
- 0005-7894 (ISSN-L)
- PMC
- PMC5018199
- OpenAlex
- W1995814612
- Cited by
- 144
- References
- 59
- Citations by year
- 2026: 16 · 2025: 11 · 2024: 13 · 2023: 18 · 2022: 15 · 2021: 13 · 2020: 11 · 2019: 16 · 2018: 7 · 2017: 9 · 2016: 12 · 2015: 2 · 2014: 1
- FWCI
- 9.44
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Behavior Therapy (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institutes of Health (5r01da016360-03)
- National Institute on Alcohol Abuse and Alcoholism (R01AA018673)
- National Institute on Drug Abuse (R01/DA016360, R34DA034860)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Psychotherapy Techniques and Applications
- Health Sciences › Medicine › Psychiatry and Mental health › Empathy and Medical Education
- Social Sciences › Psychology › Social Psychology › Action Observation and Synchronization
- Keywords
- empathy, motivational interviewing, reflective listening, implementation fidelity, therapist reflection, therapeutic process
- MeSH terms
- Adult, Communication, Empathy, Female, Humans, Language, Male, Middle Aged, Professional-Patient Relations, Verbal Behavior, Motivational Interviewing
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