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Marras, L.

Publications and source records attributed to Marras, L..

2 recordsLinked to original sources

Decoding brain-wide signatures of uninformed choices for BCI assisted decision-making

Decision-making is an essential cognitive function. It can be impaired due to a number of neurological and psychiatric disorders as well as external factors such as time pressure or stress. To assist users during decision-making, we propose a decision-making brain computer interface (BCI) that can alert to uninformed decision-making, prompt additional information seeking and therefore improve decision-making quality. To this aim, we establish the feasibility of decoding uninformed decision-making from local field potentials recorded with implanted stereo-electroencephalography (sEEG) electrodes in 6 participants. We show that decoding of available information above chance level is possible for all participants, both after stimulus presentation, as well as before task response. Starting from stimulus onset, the temporal processing hierarchy of informed vs. uninformed decision-making spans from visual processing through hippocampal memory processes to frontal control network shifting. The anterior insula, known to be a decision-making hub, codes available information during the decision phase prior to button press. These results further elucidate the neural basis of coded information availability and confirm the feasibility of a decision-making BCI.

neuroscience↗

Decoding Arbitrary and Informed Decisions from Intracranial Recordings in Humans

Ideally, decisions are made based on prior knowledge, which allows for informed choices. Real life, however, often requires us to make decisions arbitrarily, without sufficient information. Decoding decision making processes from neural activity could allow for cognitive neuroprostheses and Brain-Computer Interfaces (BCIs) to support decision processes in rapid human-machine interactions, weigh decision-making confidence, and further enable neuromodulation protocols for the treatment of reward-related dysfunctions. To understand the differences between the decision-making processes in arbitrary and informed decisions, we recorded intracranial electroencephalography in a large number of cortical and subcortical areas from 5 patients during a categorization task. We demonstrate that individual decisions can be decoded from Local Field Potentials (LFPs) before motor response, in both arbitrary and informed conditions. Our analysis revealed dissimilar spatio-temporal patterns between arbitrary and informed decision-making, with arbitrary decisions being decodable in fewer brain regions and earlier in time compared to informed decisions.

neuroscience↗