The Publications of Language Biomarker Lab

Amatya, D. N.,…Nelson, B., Shenton, M. E., Woods, S.W., Accelerating Medicines Partnership® Schizophrenia (AMP®-SCZ), Bearden, C. E., & Wolff, P. (submitted). Decoding Early Psychosis Risk through Language: Links to Symptomatology and Brain-based Mechanisms.

Bilgrami, Z., Dixon, B., Liebenthal, E., Nelson, B., Shenton, M. E., Woods, S., Cecchi, G., Corcoran, C., and Wolff, P. (in preparation for Schizophrenia Bulletin). Uncovering Universal and Culture-Specific Themes in Psychosis Risk: A Cross-Linguistic Large Language Model Framework.

Zhang, J., Dixon, B., Liebenthal, E., Nelson, B., McGorry, P., Shenton, M.E., Kahn, R., Bearden, C., Kane, J., Woods, S., Cecchi, G., Corcoran, C., and Wolff, P. (in preparation). Reduced Future Orientation and Temporal Switching in Spontaneous Language at Clinical High Risk for Psychosis.

Dixon, B., Obalapuram, M., Amer, R., Bilgrami, Z., Liebenthal, E., Nelson, B., McGorry, P., Shenton, M.E., Kahn, R., Bearden, C., Kane, J., Woods, S., Cecchi, G., Corcoran, C., and Wolff, P. (in preparation for Schizophrenia Bulletin). Altered Pronoun Use in Clinical High Risk for Psychosis Across Languages.

Penzel, N., Seitz-Holland, J., Reichenberg, A., Wickham, A., Kang Ik Cho, K., Polosecki, P., Agurto, C., Billah, T., Bouix, S., Castro, E., Chung, Y., Coleman, M.J., Corcoran, C.M.,
Rahimi Eichi, H., Glynn, R. J., Kapur, T., Kelly, S.M., Lewandowski, K.E., Liebenthal, E., Mathalon, D.H., Mohandass, D., Nicholas, S.C., Vangel, M.G., Wolff, P., Reinen, J., Kane, J.M., Kahn, R.S., McGorry, P.D., Bearden, C.E., Nelson, B., Woods, S.W., Shenton, M.E., Accelerating Medicines Partnership® Schizophrenia (AMP® SCZ), Cecchi, G., Pasternak, O. (in preparation for Schizophrenia Bulletin). Multimodal Characterization of Individuals at Clinical High Risk for Psychosis: Baseline Findings from the Accelerating Medicines Partnership® Schizophrenia Program.

Hassanzadeh-Behbahani, S., Corcoran, C. M., Cecchi, G.A., Harms, M.P., Kubicki, M., Pasternak, O., Shenton, M.E., Wolff, P. (in preparation for Schizophrenia Bulletin). Language-related superficial white matter as a biomarker in individuals at clinical high risk for psychosis

Linying L., Craighead, E., & Wolff, P. (in preparation). Language as a subtyping tool and a potential predictor of treatment outcome in depression. Manuscript in preparation.

Robertson, C., Rezaii, N., Hochberg, D., Quimby, M., Wolff, P., Dickerson, B. C. (in press; 2026) Predicting Amyloid Status in Primary Progressive Aphasia Using Explainable Artificial Intelligence. npj Dementia.

Bilgrami, Z. R., Castro, E., Agurto, C., …, Wolff, P.,…et al. (2025). Collecting language, speech acoustics, and facial expression to predict psychosis and other clinical outcomes: Strategies from the AMP® SCZ initiative. Schizophrenia, 11(1), 125. Nature Publishing Group UK. https://doi.org/10.1038/s41537-025-00458-3

Robertson, C., & Wolff, P. (2025). LLM world models are mental: Output layer evidence of brittle world model use in LLM mechanical reasoning.arXiv preprint arXiv:2507.15521. https://arxiv.org/abs/2507.15521

Wigman, J. T. W., Ee Ching, A., Chung, Y., Wolff, P. et al. (2025). Digital health technologies in the Accelerating Medicines Partnership® Schizophrenia Program. Schizophrenia, 11(1), 83. Nature Publishing Group UK. https://doi.org/10.1038/s41537-025-00432-z

Penzel, N., Polosecki, P., Addington, J., Wolff, P.,et al. (2025). Data analysis strategies for the Accelerating Medicines Partnership® Schizophrenia Program. Schizophrenia, 11(1), 53. Nature Publishing Group UK. https://doi.org/10.1038/s41537-025-00403-4

Bilgrami, Z., Corcoran, C., Cecchi, G., Wolff, P.et al. (2025). Leveraging AI and language analysis to predict psychosis risk in clinical high-risk individuals. Biological Psychiatry, 97(9), S68–S69. Elsevier. https://doi.org/10.1016/j.biopsych.2025.02.123

Billah, T., Cho, K. I. K., Borders, O., Wolff, P., et al. (2025). Enabling FAIR data stewardship in complex international multi-site studies: Data operations for the Accelerating Medicines Partnership® Schizophrenia Program. Schizophrenia, 11 (1), 55. Nature Publishing Group UK. https://doi.org/10.1038/s41537-025-00404-3

Robertson, C., Roberts, S. G., Majid, A., Lu, T., Wolff, P., & Dunbar, R. I. M. (2025). Low-certainty modals not future tenses cause increased psychological discounting in English relative to Dutch.Cognition. Elsevier.

Robertson, C., & Wolff, P. (2025). LLMs have “mental” models: Latent world models in LLM network weights can be inferred from output layer tokens at inference.Proceedings of the Annual Meeting of the Cognitive Science Society, 47. https://doi.org/10.1038/s41537-025-00404-3

Agurto, C., Castro, E., Reinen, J., Mohandass, D., Wolff, P., et al. (2024). Automatic assessment of the Scale of Prodromal Symptoms (SOPS) using large language models.Neuropsychopharmacology, 49, 527–528. Springer Nature.

Bilgrami, Z., Corcoran, C., Nelson, B., Woods, S., Shenton, M., Cecchi, G., Pandina, G., & Wolff, P. (2024). Leveraging generative AI to identify linguistic biomarkers of psychosis risk.Neuropsychopharmacology, 49, 529–529. Springer Nature.

Reinen, J., Agurto, C., Larrauri, C., Mohandass, D., Corcoran, C., Kambeitz-Ilankovic, L., Reichenberg, A., Lewandowski, K. E., Yassin, W., Wolff, P., et al. (2024). Combining large language models and feedback from clinical high-risk individuals to identify features of lived experience narratives.Neuropsychopharmacology, 49, 531–532. Springer Nature.

Rezaii, N., Hochberg, D., Quimby, M., Wong, B., Brickhouse, M., Touroutoglou, A., Dickerson, B. C., & Wolff, P. (2024). Artificial intelligence classifies primary progressive aphasia from connected speech.Brain, 147(9), 3070–3082. Oxford University Press.

Wannan, C. M., Nelson, B., Addington, J., Allott, K., Anticevic, A., Arango, C., Wolff, P… & Zoupou, E. (2024). Accelerating medicines partnership® Schizophrenia (AMP® SCZ): Rationale and study design of the largest global prospective cohort study of clinical high risk for psychosis. Schizophrenia Bulletin, 50(3), 496-512. https://doi.org/10.1093/schbul/sbae011

Woods, S. W., Parker, S., Kerr, M. J., Walsh, B. C., Wijtenburg, S. A., Prunier, N., Nunez, A. R., Buccilli, K., Mourgues‐Codern, C., Brummitt, K., Kinney, K. S., Trankler, C., Szacilo, J., Colton, B.‐L., Ali, M., Haidar, A., Billah, T., Huynh, K., Ahmed, U., Adery, L. L., ... Wolff, P., & Wood, S. J. (2024). Development of the PSYCHS: Positive SYmptoms and Diagnostic Criteria for the CAARMS Harmonized with the SIPS.Early Intervention in Psychiatry, 18(4), 255–272. https://doi.org/10.1111/eip.13439

Rezaii, N., Wolff, P., Price, B. H. (2022). Natural Language Processing in Psychiatry: The Promises and Perils of a Transformative Approach. British Journal of Psychiatry, doi.org/10.1192/bjp.2021.188

Shi, H., & Wolff, P. (2021). What Transformers Might Know About the Physical World: T5 and the Origins of Knowledge. Proceedings of the Annual Meeting of the Cognitive Science Society, 43. Retrieved from https://escholarship.org/uc/item/0kr3t179

Corcoran, C.M., Mittal, V.A., Bearden, C.E., Gur, R., Hitczenko, K., Bilgrami, Z., Savic, A., Cecchi, G.A., & Wolff, P. (2020). Language as a biomarker for Psychosis: A natural language processing approach. Schizophrenia Research.

Thorstad, R., & Wolff, P. (2019). Using big data to understand memory and future thinking. Proceedings of the 41th Annual Conference of the Cognitive Science Society (pp. 1-6). Montreal, Canada. (PDF)

Thorstad, R., & Wolff, P. (2019). Predicting future mental illness from social media: A big data approach. Behavior Research Methods. (URL)

Rezaii, N., Walker, E., & Wolff, P. (2019). A machine learning approach to predicting psychosis using semantic density and latent content analysis. npj Shizophrenia – Nature. (URL)

Thorstad, R., & Wolff, P. (2018). A big data analysis of the relationship between future thinking and decision-making. PNAS, 115 (8), E1740 – 1748. (PDF)

Thorstad, R., & Wolff, P. (2018). Using big data methods to identify conceptual frameworks. Proceedings of the 40th Annual Conference of the Cognitive Science Society (pp. 1-6). Philadelphia, USA. (PDF)

Wolff, P. & Thorstand, R. (2016). Force dynamics. In M. Waldman (Ed.) Oxford Handbook of Causal Reasoning. Oxford, UK: Oxford University Press. (PDF)

Thorstad, R., & Wolff, P. (2016). What causal illusions might tell us about the identification of causes. Proceedings of the 38th Annual Conference of the Cognitive Science Society. Philadelphia, USA. (PDF)

Thorstad, R., & Wolff, P. (2016). Temporal horizons and decision-making: A big data approach. Proceedings of the 38th Annual Conference of the Cognitive Science Society. Philadelphia, USA. (PDF)

Copley, Bridget, Phillip Wolff & Jason Shepard. 2015. Force interaction in the expression of causation. In Sarah D’Antonio, Mary Moroney & Carol Rose Little (eds.), Proceedings of the 25th Semantics and Linguistic Theory Conference, 433–451. (PDF)

 Wolff, P. (2015). Ten Lectures on Experimental Cognitive Semantics and the language-thought interface by Phillip Wolff (with DVD), Thomas Fuyin Li, Yan Ding (Eds.), Beijing: Foreign Language Teaching and Research Press.

 Wolff, P., & Barbey, A. K. (2015). Causal reasoning with forces. Frontiers in Human Neuroscience, 9. (PDF)

 Li, D., Du, J., & Wolff, P. (2015). The linguistic representations of causing events and caused events in narrative discourse. Cognitive Semantics, 1.

 Thorstad, R., Nie, A., & Wolff, P. (2015). How representations of time can affect willingness to wait for future rewards. Proceedings of the 37th Annual Conference of the Cognitive Science Society. Pasadena, CA (PDF)

 Nie, A., Shepard, J., Choi, J. Copley, B., & Wolf, P. (2015). Computational exploration of the Linguistic Structures of Future-oriented Expression: Classification and Categorization NAACL-HLT 2015, Denver, Colorado.

 Copley, B. & Wolff, P. (2014). Theories of causation can and should inform linguistic theory. In. B. Copley, F. Martin, & N. Duffield (Eds.), Forces in Grammatical Structures. Forces in grammatical structures: Causation between linguistics and philosophy. (PDF)

 Wolff, P. (2014). Causal pluralism and force dynamics. In B. Copley, F. Martin, & N. Duffield (Eds.), Forces in Grammatical Structures. Forces in grammatical structures: Causation between linguistics and philosophy. (PDF)

 Wolff, P., Ritter, S., & Holmes, K. J. (2014). Causation, force, and the sense of touch. To Appear in the Proceedings of the 36th Annual Conference of the Cognitive Science Society. Quebec City, Canada. (PDF)

Holmes, K. J., & Wolff, P. (2013). Spatial language as a window on representations of 3D space [commentary]. Behavioral and Brain Sciences. (PDF)

Holmes, K. J., & Wolff, P. (2013). When is language a window into the mind? Looking beyond words to infer conceptual categories. To appear in M. Knauff, M. Pauen, N. Sebanz, & I. Wachsmuth (Eds.), Proceedings of the 35th Annual Conference of the Cognitive Science Society. Austin, TX: Cognitive Science Society. (PDF)

 Shepard, J., & Wolff, P. (2013). Intentionality, evaluative judgments, and causal structure. To appear in M. Knauff, M. Pauen, N. Sebanz, & I. Wachsmuth (Eds.), Proceedings of the 35th Annual Conference of the Cognitive Science Society. Austin, TX: Cognitive Science Society. (PDF)

Wolff, P. (2013). Representing verbs with force vectors. Theoretical Linguistics, 38, 237 – 248.(PDF)

Wolff, P., & Shepard, J. (2013). Causation, touch, and the perception of force. Psychology of Learning and Motivation, 58, 167 – 202. (PDF)

Holmes, K. J., & Wolff, P. (2013). Spatial language and the psychological reality of schematization. Cognitive Processing, 14, 205-208. (PDF)

Holmes, K. J., & Wolff, P. (2012). Does categorical perception in the left hemisphere depend on language? Journal of Experimental Psychology: General, 141, 439 – 443.(PDF)

 Wolff, P., & Gentner, D. (2011). Structure-mapping in metaphor comprehension. Cognitive Science, 35, 1456 – 1488. (PDF)

Holmes, K., & Wolff, P. (2011). Simulating realism in language comprehension. In Proceedings of the 33rd Annual Conference of the Cognitive Science Society. Cognitive Science Society, Inc. (PDF format)

 Wolff, P., Hausknecht, M., & Holmes, K. (2011). Absent causes, present effects: How omissions cause events. In J. Bohnemeyer & E. Pederson (Eds.), Event representation in language: Encoding events at the language cognition interface (pp. 228 -252). Cambridge: Cambridge University Press.

Wolff, P., & Holmes, K. (2010). Linguistic Relativity. WIREs Cognitive Science. (PDF format)

Holmes, K., & Wolff, P. (2010). Simulation from schematics: Dorsal stream processing and the perception of implied motion. To appear in R. Catrambone & S. Ohlsson (Eds.), Proceedings of the 32nd Annual Conference of the Cognitive Science Society. Austin, TX: Cognitive Science Society. (PDF format)

 Wolff, P., Barbey, A. K., & Hausknecht, M. (2010). For want of a nail: How absences cause events. Journal of Experimental Psychology: General. (PDF format)

 Malt, B. & Wolff, P. (2010). Words and the mind: How words capture human experience. Oxford University Press.

Wolff, P., & Malt, B. (2010). Introduction: The language-thought interface. In B. Malt, & P. Wolff (Eds.), Words and the mind: How words capture human experience. Oxford: Oxford University Press.

Wolff, P., Jeon, G., Klettke, B., & Yu, L. (2010). Force creation and possible causers across languages. In B. Malt, & P. Wolff (Eds.), Words and the mind: How words capture human experience. Oxford: Oxford University Press. (PDF format)

Wolff, P., Jeon, G., & Yu, L. (2009). Causal agents in English, Korean and Chinese: The role of internal and external causation. Language and Cognition. (PDF format)

Wolff, P., & Ventura, T. (2009). When Russians learn English: How the semantics of causation may change.Bilingualism: Language and Cognition, 12(2). (PDF format)

 Wolff, P. (2008). Dynamics and the perception of causal events. In T. Shipley & J. Zacks (Eds.), Understanding events: How humans see, represent, and act on events (pp. 555 – 587). Oxford University Press. (PDF Format)

Barbey, A., & Wolff, P. (2007). Learning causal structure from reasoning. In Proceedings of the Twenty-Ninth Annual Conference of the Cognitive Science Society. Hillsdale, NJ: Erlbaum. (PDF format)

Wolff, P. (2007). Representing causation. Journal of Experimental Psychology: General, 136, 82-111. (PDF Format) 

Wolff, P., Jeon, G. & Yeh, K. (2006). Causal agents and the individuation of events in English, Chinese, and Korean.Proceedings of the 5th International Conference on Cognitive Science. Mahwah, New Jersey: Lawrence Erlbaum Associates, Publishers. (PDF format)

Ahn, W., Goldstone, R. L., Love, B. C., Markman, A. B., & Wolff, P. (2005). Categorization inside and outside of the lab: Festschrift in Honor of Douglas L. Medin. Washington, DC: American Psychological Association.

Song, G., & Wolff, P. (2005). Linking perceptual properties to the linguistic expression of causation. In M. Achard & S. Kemmer (Eds.), Language, culture, and mind (pp. 237-250). CSLI Publications, Stanford, CA. (PDF Format)

 Wolff, P., Klettke, B., Ventura, T., & Song, G. (2005). Categories of causation across cultures. In W. Ahn, R. L., Goldstone, B. C., Love, A. B., Markman, & P. Wolff (Eds.), Categorization inside and outside of the lab: Festschrift in Honor of Douglas L. Medin. Washington, DC: American Psychological Association (PDF Format)

Klettke, B. & Wolff, P. (2003). Differences in how English and German speakers talk and reason about CAUSE. In R. Alterman & D. Kirsh (Eds.), Proceedings of the 25th Annual Conference of the Cognitive Science Society, Mahwah, New Jersey: Lawrence Erlbaum Associates, Publishers. (PDF Format)

 Wolff, P. (2003). Direct causation in the linguistic coding and individuation of causal events. Cognition, 88, 1-48.(PDF Format)

Wolff, P., & Song, G. (2003). Models of causation and the semantics of causal verbs. Cognitive Psychology, 47, 276-332. (PDF Format)

Wolff, P., & Ventura, T. (2003). When Russians learn English: How the meaning of causal verbs may change. In B. Beachley, A. Brown, & F. Conlin (Eds.). Proceedings of the Twenty-Seventh Annual Boston University Conference on Language Development (pp. 822-833). Boston: Cascadilla Press.(PDF Format)

Wolff, P., & Zettergren, M. (2002). A vector model of causal meaning. In Proceedings of the Twenty-forth Annual Conference of the Cognitive Science Society. Hillsdale, NJ: Erlbaum.(PDF Format)

Wolff, P., Song, G., & Driscoll, D. (2002). Models of causation and causal verbs. In M. Andronis, C. Ball, H. Elston, and S. Neuval (Eds.), Papers from the 37th Meeting of the Chicago Linguistics Society, Main Session, Vol. 1. (pp. 607-622) Chicago: Chicago Linguistics Society.(PDF Format)

Gentner, D., Bowdle, B., Wolff, P., & Boronat, C. (2001). Metaphor is like analogy. In D. Gentner, K. J. Holyoak, & B. Kokinov (Eds.), The Analogical Mind: Perspectives from Cognitive Science. Cambridge, MA: MIT Press.

Wolff, P., & Gentner, D. (2000). Evidence for role-neutral initial processing of metaphors. Journal of Experimental Psychology: Learning, Memory,& Cognition, 26, 529-541.(PDF format)

Wolff, P., & Medin, D. (2000). Measuring the evolution and devolution of folkbiological knowledge. In L. Maffi (Ed.),Language, Knowledge and the Environment: The Interdependence of Biological and Cultural Diversity (pp. 260-278). Smithsonian Institution Press. (PDF format) 

Gentner, D., & Wolff, P. (2000). Metaphor and knowledge change. In E. Dietrich, & A. Markman, Cognitive Dynamics: Conceptual Change in Humans and Machines (pp. 295-342). NJ: Lawrence Erlbaum Associates, Publishers. (PDF format) 

Wolff, P., Medin, D., & Pankratz, C. (1999). Evolution and devolution of folkbiological knowledge. Cognition, 73, 177-204. (PDF format) 

Wolff, P., & Gentner, D. (1997). On the lexicalization of causal events. In Proceedings of the Twenty-First Annual Boston University Conference on Language Development (pp. 707-718). Boston: Cascadilla Press. (PDF format) 

Gentner, D., & Wolff, P. (1997). Alignment in the processing of metaphor. Journal of Memory and Language, 37, 331-355. (PDF format) 

Gentner, D., Brem, S., Ferguson, R., Wolff, P., Markman, A. B. & Forbus, K. D. (1997). Analogy in discovery: A case study of Johannes Kepler. In T. B. Ward, S. M. Smith, & J. Vaid (Eds.), Creative Thought: An Investigation of Conceptual Structures and Processes (pp. 403-459). Washington, DC: 
American Psychological Association.

Gentner, D., Brem, S., Ferguson, R., Markman, A, Levidow, B. B., Wolff, P., & Forbus, K. (1997). Analogical reasoning and conceptual change: A case study of Johnannes Kepler. The Journal of the Learning Sciences, 6, 3-40.

Wolff, P., & Gentner, D. (1996). What language might tell us about the perception of cause? In Proceedings of the Eighteenth Annual Conference of the Cognitive Science Society (pp. 453-458). Hillsdale, NJ: Erlbaum. (PDF format) 

Wolff, P., & Gentner, D. (1992). The time course of metaphor comprehension. In Proceedings of the Fourteenth Annual Conference of the Cognitive Science Society. (pp. 504-509). Hillsdale, NJ: Erlbaum. (PDF format) 

McConkie, G. W., Zola, D., Grimes, J., Kerr, P. W., Bryant, R. B., & Wolff, P. M. (1991). Children’s eye movements during reading. In J. F. Stein (Ed.), Vision and Visual Dyslexia (pp. 251-262). London, England: The Macmillan Press, Ltd. (PDF format) 

West, C. K., Farmer, J. A., & Wolff, P. M. (1991). Instructional design: Implications from Cognitive Science. Englewood Cliffs, NJ: Prentice Hall.

Bilgrami, Z. R., Corcoran, C. M., Nelson, B., Woods, S. W., Shenton, M. E., Kahn, R., McGorry, P., Kane, J., Bearden, C.,

Cecchi, G. A., Pandina, G., Wolff, P. M., & Accelerating Medicines Partnership® Schizophrenia (AMP® SCZ) (2024).

Leveraging generative AI to identify linguistic biomarkers of psychosis risk. [Poster abstract].

Neuropsychopharmacology. 49, 529. Springer Nature.

Bilgrami, Z. R., Wolff, P., & Walker, E. (2024). Using large language models to understand thought disorder and predict

psychosis. [Poster presentation]. Technology in Psychiatry Summit (TIPS).

Wolff, P. (2024). Using large language models to automate the redaction of personally identifiable information (PII) from

natural-language transcripts. [Poster presentation]. Technology in Psychiatry Summit (TIPS).

Bilgrami, Z., Corcoran, C. M., Nelson, B., Woods, S. W., Shenton, M. E., Kahn, R., McGorry, P., Kane, J., Bearden, C.,

Cecchi, G. A., Pandina, G., & Wolff, P. M. (2024). Leveraging generative AI to identify linguistic biomarkers of

psychosis risk. [Poster abstract]. 63rd Annual Meeting of the American College of Neuropsychopharmacology

(ACNP).

Wolff, P., Bilgrami, Z. R., Cecchi, G. A., Corcoran, C. M., Nelson, B., Shenton, M., & Woods, S. W. (2025). Generative AI-

enhanced analysis for early detection of psychosis risk. [Poster presentation]. International Society for CNS Clinical

Trials and Methodology (ISCTM).

Bilgrami, Z., Corcoran, C., Cecchi, G., Wolff, P., et al. (2025). Leveraging AI and language analysis to predict psychosis risk

in clinical high-risk individuals. [Poster abstract]. Biological Psychiatry. 97(9), S68-S69. Elsevier.

https://doi.org/10.1016/j.biopsych.2025.02.123

Mourgues, C., Woods, S. E., & Wolff, P. (2025). ANNA-PR: A novel AI-driven platform for automating psychosis risk

assessment. [Poster presentation]. Society of Biological Psychiatry (SOBP).

Tamayo, Z., Dixon, B., Ignatius, J., Brege, S., Woods, S., Wolff, P., & Cho, Y.T. (2025). Secure cloud-based architecture for

sensitive audio-visual data enabling full transcription and privacy-preserving analysis. [Poster presentation]. 64th

Annual Meeting of the American College of Neuropsychopharmacology (ACNP).

Dixon, B., Bilgrami, Z., Liebenthal, E., Nelson, B., Shenton, M., Woods, S., Cecchi, G., Corcoran, C., & Wolff, P. (2026).

Viewpoint disturbance and reduced referential specificity across three languages. [Poster presentation].

Schizophrenia International Research Society (SIRS).

Zhang, J., Dixon, B., Liebenthal, E., Nelson, B., McGorry, P., Shenton, M., Kahn, R., Bearden, C., Kane, J., Woods, S.,

Cecchi, G., Corcoran, C., & Wolff, P. (2026). Reduced future orientation and temporal switching in spontaneous

language at clinical high risk for psychosis. [Poster presentation]. Schizophrenia International Research Society

(SIRS).

Bilgrami, Z., Dixon, B., Liebenthal, E., Nelson, B., Shenton, M., Woods, S., Cecchi, G., Corcoran, C., & Wolff, P. (2026).

Uncovering universal and culture-specific themes in psychosis risk: A cross-linguistic large language model

framework. [Poster presentation]. Schizophrenia International Research Society (SIRS).