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Big team science reveals promises and limitations of machine learning efforts to model physiological markers of affective experience.
Coles NA, Perz B, Behnke M, Eichstaedt JC, Kim SH, Vu TN, Raman C, Tejada J, Huynh VT, Zhang G, Cui T, Podder S, Chavda R, Pandey S, Upadhyay A, Padilla-Buritica JI, Barrera Causil CJ, Ji L, Dollack F, Kiyokawa K, Liu H, Perusquia-Hernandez M, Uchiyama H, Wei X, Cao H, Yang Z, Iancarelli A, McVeigh K, Wang Y, Berwian IM, Chiu JC, Mirea DM, Nook EC, Vartiainen HI, Whiting C, Cho YW, Chow SM, Fisher ZF, Li Y, Xiong X, Shen Y, Tagliazucchi E, Bugnon LA, Ospina R, Bruno NM, D'Amelio TA, Zamberlan F, Mercado Diaz LR, Pinzon-Arenas JO, Posada-Quintero HF, Bilalpur M, Hinduja S, Marmolejo-Ramos F, Canavan S, Jivnani L, Saganowski S. Coles NA, et al. Among authors: mercado diaz lr. R Soc Open Sci. 2025 Jun 25;12(6):241778. doi: 10.1098/rsos.241778. eCollection 2025 Jun. R Soc Open Sci. 2025. PMID: 40568544 Free PMC article.
Spectral Analysis of Light-Adapted Electroretinograms in Neurodevelopmental Disorders: Classification with Machine Learning.
Constable PA, Pinzon-Arenas JO, Mercado Diaz LR, Lee IO, Marmolejo-Ramos F, Loh L, Zhdanov A, Kulyabin M, Brabec M, Skuse DH, Thompson DA, Posada-Quintero H. Constable PA, et al. Among authors: mercado diaz lr. Bioengineering (Basel). 2024 Dec 28;12(1):15. doi: 10.3390/bioengineering12010015. Bioengineering (Basel). 2024. PMID: 39851292 Free PMC article.