ArticleeLife2021
Adapting non-invasive human recordings along multiple task-axes shows unfolding of spontaneous and over-trained choice.
Article in eLife, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
11 citing papers in PubMed.
- Network geometry shapes the transformation of task representations across the human cortex.Nature neuroscience · 2026Article
- Sensorimotor remapping drives task specialization in prefrontal cortex.Nature communications · 2026Article
- Article
- Article
- Orthogonal neural encoding of targets and distractors supports multivariate cognitive control.Nature human behaviour · 2024Article
- Building compositional tasks with shared neural subspaces.bioRxiv : the preprint server for biology · 2024Article
- Early selection of task-relevant features through population gating.Nature communications · 2023Article
- Continual task learning in natural and artificial agents.Trends in neurosciences · 2023Review
- Orthogonal representations for robust context-dependent task performance in brains and neural networks.Neuron · 2022Article
- Proactive inhibition is marked by differences in the pattern of motor cortex activity during movement preparation and execution.Journal of neurophysiology · 2022Article
- Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
Choices rely on a transformation of sensory inputs into motor responses. Using invasive single neuron recordings, the evolution of a choice process has been tracked by projecting population neural responses into state spaces. Here, we develop an approach that allows us to recover similar trajectories on a millisecond timescale in non-invasive human recordings. We selectively suppress activity related to three task-axes, relevant and irrelevant sensory inputs and response direction, in magnetoencephalography data acquired during context-dependent choices. Recordings from premotor cortex show a progression from processing sensory input to processing the response. In contrast to previous macaque recordings, information related to choice-irrelevant features is represented more weakly than choice-relevant sensory information. To test whether this mechanistic difference between species is caused by extensive over-training common in non-human primate studies, we trained humans on >20,000 trials of the task. Choice-irrelevant features were still weaker than relevant features in premotor cortex after over-training.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.