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Shen, S.-S.

Publications and source records attributed to Shen, S.-S..

2 recordsLinked to original sources

Electrode pooling preserves movement decoding by retaining neural population dynamics

New implantable-electrode fabrication strategies make dense, ultrafine electrode arrays with lower tissue burden increasingly feasible, shifting a key bottleneck for scalable brain-computer interfaces from electrode placement to readout capacity. Electrode pooling, in which multiple electrodes share a readout channel, could relax this bottleneck by combining extracellular signals before acquisition, but it has remained unclear whether such compression preserves the neural population structure needed for behavioral decoding. Here we evaluate this question using software-emulated electrode pooling in mouse sensorimotor cortex during a cue-guided reach-and-grasp task using a high-density microwire array coupled to a CMOS microelectrode-array platform. Pooled recordings retain forelimb kinematic information more effectively than a channel-matched control that discards electrodes. Pooling reduces the separability of electrode-specific spikes and sorted units, indicating a loss of some neuronal detail, but the mixed signals still preserve task-aligned low-dimensional latent dynamics that support decoding. When readout capacity is fixed, this trade-off allows broader electrode coverage to contribute to behaviorally informative population sampling. Together, these results define electrode pooling as a design trade-off for scalable readout, in which some electrode-specific neuronal information is lost but the population dynamics needed for movement decoding remain accessible.

neuroscience↗

Collaborations and deceptions in strategic interactions revealed by hyperscanning fMRI

Despite its ubiquity, deceiving as a social phenomenon is scarcely addressed with fMRI, partly due to the spontaneity and individual differences in cheating, and the contextual variability that fosters lying. In this hyperscanning fMRI study, the participant pairs (n=33) from Taipei and Tainan joined an opening-treasure-chest (OTC) game, where the dyads took alternative turns as senders (to inform) and receivers (to decide) for guessing the right chest. The cooperation condition was achieved by, upon successful guessing, splitting the $200NTD trial reward, thereby promoting mutual trust. The competition condition, in contrast, was done by, also upon winning, the latter receivers taking all the $150NTD reward, thereby encouraging strategic interactions. One key fMRI finding was the negative correlations between the connectivity of the right temporo-parietal junction (rTPJ), known as the theory-of-mind function, and amygdala, parahippocampal gyrus, and rostral anterior cingulate (rACC), to senders behavioral lying rates. Furthermore, the Multi-Voxel Pattern Analysis (MVPA) over multiple searchlight-identified Region-Of-Interests (ROIs), in classifying either the "truthful vs. lying in $150" or the "truthful in $200 vs. truthful in $150" conditions achieved 61% and 84.5% accuracy, respectively, reflecting the idiosyncratic brain networks involved in distinguishing the social trust vs. deceptions in the dyadic interactions.

neuroscience↗