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"Outcomes that matter to depressed adolescents can be identified with large language models"
Xin A., Lossio-Ventura J. A., Krause, K. R., Fiorini, G., Midgley N., Pereira F., and Nielson D. M.
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Enhancing Infant Crying Detection with Gradient Boosting for Improved Emotional and Mental Health Diagnostics
Lee K., Henry L. M., Hansen E., Tandilashvili E., Wakschlag L. S., Norton E., Pine D. S., Brotman M. A., Pereira F.
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Neural and behavioral reinstatement jointly reflect retrieval of narrative events
Nau M., Greene A., Tarder-Stoll H., Lossio-Ventura J.A., Pereira F., Chen J., Baldassano C., Baker C.
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More Experts Than Galaxies: Conditionally-overlapping Experts With Biologically-Inspired Fixed Routing
Shaier S., Pereira F., von der Wense K., Hunter L. E., Jones M.
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"Prediction of mental well-being from individual characteristics and circumstances during the COVID-19 pandemic"
Harris C., Farmer C., Gibbon A., Shaw J., Thomas A., Atlas L. Y., Chung J. Y., Pereira F.
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“Interpretable factorization of clinical questionnaires to identify latent factors of psychopathology”
Lam K. C., Mahony B. W., Raznahan A., Pereira F.
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"A Statistical Framework for Analysis of Trial-Level Temporal Dynamics in Fiber Photometry Experiments"
Loewinger G., Cui E., Lovinger D., Pereira F.
in press at eLife
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"Causal inference in the closed-loop: marginal structural models for sequential excursion effects"
Levis A., Loewinger G., Pereira F.
to appear in Neural Information Processing Systems, 2024
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"A Comparison of ChatGPT and Fine-Tuned Open Pre-Trained Transformers (OPT) Against Widely Used Sentiment Analysis Tools: Sentiment Analysis of COVID-19 Survey Data"
Lossio-Ventura J. A., Weger R., Lee A., Guinee E., Chung J. Y., Atlas L. Y., Linos E., Pereira F.
JMIR Mental Health Vol 11, 2024
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"Improving the Interpretability of fMRI Decoding using Deep Neural Networks and Adversarial Robustness"
McClure P., Moraczewski D., Lam K. C., Thomas A., Pereira F.
Aperture Neuro, 2023
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"Manifold learning for fMRI time-varying functional connectivity">
Gonzalez-Castillo J., Fernandez I., Lam K., Handwerker D., Pereira F., Bandettini P.
Frontiers in Human Neuroscience, 2023; 17: 1134012
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"VICE: Variational Interpretable Concept Embeddings"
Muttenthaler L., Zheng C., McClure P., Vandermeulen R., Hebart M., Pereira F.
in Proceedings of Neural Information Processing Systems, 2022
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"Semantic Projection: Recovering Human Knowledge of Multiple, Distinct, Object Features from Word Embeddings"
Grand G., Blank I., Pereira F., Fedorenko E.
Nature Human Behaviour, 2022
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"Validating the Representational Space of Deep Reinforcement Learning Models of Behavior with Neural Data"
Bruch S. N. , McClure P., Zhou J., Schoenbaum G., Pereira F.
bioRxiv preprint
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"Revealing interpretable object representations from human behavior"
Zhen, C. Y., Pereira, F., Baker, C. I., Hebart, M. N.
in Proceedings of the International Conference on Learning Representations, 2019
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"Knowing What You Know in Brain Segmentation Using Bayesian Deep Neural Networks"
McClure, P., Rho, N., Lee, J., Kaczmarzyk, J., Zheng, C., Ghosh, S., Nielson, D., Thomas, A., Bandettini, P., Pereira, F.
Frontiers in Neuroinformatics, 2019
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A Deep Neural Network Tool for Automatic Segmentation of Human Body Parts in Natural Scenes
McClure P. , Reimann G., Ramot M., Pereira F.
arXiv preprint
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"Distributed Weight Consolidation: A Brain Segmentation Case Study"
McClure P., Zheng C., Kaczmarzyk J., Rogers-Lee J., Ghosh S., Nielson D., Bandettini P., Pereira F.
in Proceedings of Neural Information Processing Systems, 2018
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"Distinct brain-wide presynaptic networks underlie the functional identity of individual cortical neurons"
Inacio A. R., Lam K. C., Zhao Y., Pereira F., Gerfen C. R., Lee S.
in press at Nature
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"Dynamic effects of psychiatric vulnerability, loneliness, and social distancing on distress during the first year of the COVID-19 pandemic: Insights from a large-scale longitudinal study"
Atlas L. Y., Farmer C., Shaw J., Gibbon A., Guinee E.P., Lossio-Ventura J. A., Ballard E., Ernst M., Japee S., Pereira F., Chung J. Y.
in press at Nature Mental Health
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"Trends in Language Use During the COVID-19 Pandemic and Relationship Between Language Use and Mental Health: Text Analysis Based on Free Responses From a Longitudinal Study"
Weger R., Lossio-Ventura J. A., Rose-McCandlish M., Shaw J., Sinclair S., Pereira F., Chung J., Atlas L.
Journal of Medical Internet Research, Mental Health, 10 (1), 2023
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"A Highly Replicable Decline in Mood During Rest and Simple Tasks"
Jangraw D., Keren H., Sun H., Bedder R., Rutledge R., Pereira F., Thomas A., Pine D., Zheng C., Nielson D., Stringaris A.
Nature Human Behaviour 7 (4), 596-610
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"Working memory and reward increase the accuracy of animal location encoding in the medial prefrontal cortex"
Ma X., Zheng C., Chen Y., Pereira F., Zheng L.
Cerebral Cortex, 2022, 1-15
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"The temporal representation of experience in subjective mood"
Keren H., Zheng C., Jangraw D. C., Chang K., Vitale A., Nielson D., Rutledge R. B., Pereira F., Stringaris A.
eLife, 2021
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"Mental representations of objects reflect the ways in which we interact with them"
Lam K. C., Pereira F., Vaziri-Pashkam M., Woodard K., McMahon E.s
in Proceedings of the Cognitive Science Society Conference, 2021 [talk]
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Gauging facial feature viewing preference as a stable individual trait in autism spectrum disorder.
Reimann G., Walsh C., Csumitta K., McClure P., Pereira F., Martin A., Ramot M.
Autism Research 14:1670–1683, 2021
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Cell-type-specific recruitment of GABAergic interneurons in the primary somatosensory cortex by long-range inputs
Naskar S., Qi J., Pereira F., Gerfen, C., Lee, S.
Cell Reports 34, 108774, 2021
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"Revealing the multidimensional mental representations of natural objects underlying human similarity judgments"
Hebart, M., Zheng, C., Pereira, F., Baker, C.
Nature Human Behaviour, 2020
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"Subtle predictive movements reveal actions regardless of social context"
McMahon, E.G., Zheng, C.Y., Pereira, F., Gonzalez, R., Ungerleider, L.G. and Vaziri-Pashkam, M.
Journal of vision 19 (7), 16-16, 2019
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Imaging the spontaneous flow of thought: Distinct periods of cognition contribute to dynamic functional connectivity during rest
Gonzalez-Castillo J., Caballero-Gaudes C., Topolski N., Handwerker D., Pereira F. , Bandettini P.
Neuroimage 15; 202: 116129. 2019
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Data‐driven identification of subtypes of executive function across typical development, attention deficit hyperactivity disorder, and autism spectrum disorders
Vaidya C., You X., Mostofsky S., Pereira F., Berl M., Kenworthy L.
J Child Psychol Psychiatry 61(1): 51–61. 2019
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