arrow
返回

Decoding neural emotion patterns through large language model embeddings

delete2025-12-25
delete0
delete
OA
AI
G
Gideon Vos *
M
Maryam Ebrahimpour
L
Liza van Eijk
Z
Zoltan Sarnyai
M
Mostafa Rahimi Azghadi
DOI:10.1016/j.neucom.2025.132513delete
delete原文链接
delete分享
delete收藏
查看原文
摘要

摘要

En 中文
• 本研究介绍了一种无需神经影像学即可将语言情感映射到脑区的计算框架。 • 嵌入(embeddings)与神经解剖学映射的整合通过不同的激活模式进行区分。 • 该框架通过将离散情感映射到神经解剖学上合理的区域,显示出高空间特异性。 • 预测的区域分配基于已建立的神经影像学坐标,需要进一步独立的验证。 • 为支持可重复研究并推动该领域发展,本研究中使用的所有代码均已公开。
Keyword:
68T01
92–08
0705Mh
8719La
Artificial intelligence
Mental health
Depression
AI总结

AI总结

对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

Neurocomputing 封面图
Neurocomputing
IF:
6.5
论文数:
2.5W
被引数:
6.5W

机构

J
James Cook University
学者数:
7.8K
论文数: 7.9K
被引数: 1.2W
引用论文

引用论文

err分享
err收藏
The brain basis of emotion: A meta-analytic review情绪的大脑基础: 元分析综述
err2012-05-23
err1.6K
errOAAI
errLindquist, Kristen A.; Wager, Tor D.; Kober, Hedy; Bliss-Moreau, Eliza; Barrett, Lisa Feldman
err分享
err收藏
Serotonin transporter binding in major depressive disorder: impact of serotonin system anatomy5-羟色胺转运体在重性抑郁症中的结合: 5-羟色胺系统解剖学的影响
err2022-04-29
err7
errOAAI
errBartlett, Elizabeth A.; Zanderigo, Francesca; Shieh, Denise; Miller, Jeffrey; Hurley, Patrick; Rubin-Falcone, Harry; Oquendo, Maria A.; Sublette, M. Elizabeth; Ogden, R. Todd; Mann, J. John
err分享
err收藏
Lower hippocampal volume in patients suffering from depression: A meta-analysis
err2004-04-01
err1.0K
PREAI
errCampbell, S; Marriott, M; Nahmias, C; MacQueen, GM
err分享
err收藏
Reduced hippocampal gray matter volume is a common feature of patients with major depression, bipolar disorder, and schizophrenia spectrum disorders
err2022-07-15
err37
errOAAI
errBrosch, Katharina; Stein, Frederike; Schmitt, Simon; Pfarr, Julia-Katharina; Ringwald, Kai G.; Thomas-Odenthal, Florian; Meller, Tina; Steinstrater, Olaf; Waltemate, Lena; Lemke, Hannah; Meinert, Susanne; Winter, Alexandra; Breuer, Fabian; Thiel, Katharina; Grotegerd, Dominik; Hahn, Tim; Jansen, Andreas; Dannlowski, Udo; Krug, Axel; Nenadic, Igor; Kircher, Tilo
err分享
err收藏
Subcortical brain alterations in major depressive disorder: findings from the ENIGMA Major Depressive Disorder working group
err2015-06-30
err352
errOAAI
errSchmaal, L.; Veltman, D. J.; van Erp, T. G. M.; Saemann, P. G.; Frodl, T.; Jahanshad, N.; Loehrer, E.; Tiemeier, H.; Hofman, A.; Niessen, W. J.; Vernooij, M. W.; Ikram, M. A.; Wittfeld, K.; Grabe, H. J.; Block, A.; Hegenscheid, K.; Voelzke, H.; Hoehn, D.; Czisch, M.; Lagopoulos, J.; Hatton, S. N.; Hickie, I. B.; Goya-Maldonado, R.; Kraemer, B.; Gruber, O.; Couvy-Duchesne, B.; Renteria, M. E.; Strike, L. T.; Mills, N. T.; de Zubicaray, G. I.; McMahon, K. L.; Medland, S. E.; Martin, N. G.; Gillespie, N. A.; Wright, M. J.; Hall, G. B.; MacQueen, G. M.; Frey, E. M.; Carballedo, A.; van Velzen, L. S.; van Tol, M. J.; van der Wee, N. J.; Veer, I. M.; Walter, H.; Schnell, K.; Schramm, E.; Normann, C.; Schoepf, D.; Konrad, C.; Zurowski, B.; Nickson, T.; McIntosh, A. M.; Papmeyer, M.; Whalley, H. C.; Sussmann, J. E.; Godlewska, B. R.; Cowen, P. J.; Fischer, F. H.; Rose, M.; Penninx, B. W. J. H.; Thompson, P. M.; Hibar, D. P.
err分享
err收藏
A unified acoustic-to-speech-to-language embedding space captures the neural basis of natural language processing in everyday conversations统一的声学-语音-语言嵌入空间捕获日常对话中自然语言处理的神经基础
err2025-03-07
err1
errOAAI
errGoldstein, Ariel; Wang, Haocheng; Niekerken, Leonard; Schain, Mariano; Aubrey, Bobbi; Sheffer, Tom; Nastase, Samuel A.; Gazula, Harshvardhan; Singh, Aditi; Rao, Aditi; Choe, Gina; Kim, Catherine; Doyle, Werner; Friedman, Daniel; Devore, Sasha; Dugan, Patricia; Hassidim, Avinatan; Brenner, Michael; Matias, Yossi; Devinsky, Orrin; Flinker, Adeen; Hasson, Uri
err分享
err收藏
学者 查看更多内容