Evidence map›Paper›PMID 33853943›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2021

Two sources of uncertainty independently modulate temporal expectancy.

Matthias Grabenhorst, Laurence T Maloney, David Poeppel, Georgios Michalareas

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.

0numbers the graph read from it
0cells of the map it votes in
14citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

14 citing papers in PubMed.

  1. Article
  2. The anticipation of imminent events is time-scale invariant.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  3. Review
  4. Article
  5. Article
  6. Article
  7. Temporal context modulates the recovery of the attentional blink.Cognitive research: principles and implications · 2025
    Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
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  14. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Matthias GrabenhorstDepartment of Neuroscience, Max-Planck-Institute for Empirical Aesthetics, Frankfurt 60322, Germany; m.g@ae.mpg.de.
Laurence T MaloneyDepartment of Psychology, New York University, New York, NY 10003.
David PoeppelDepartment of Neuroscience, Max-Planck-Institute for Empirical Aesthetics, Frankfurt 60322, Germany.ORCID 0000-0003-0184-163X
Georgios MichalareasDepartment of Neuroscience, Max-Planck-Institute for Empirical Aesthetics, Frankfurt 60322, Germany.ORCID 0000-0002-8196-3049

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The environment is shaped by two sources of temporal uncertainty: the discrete probability of whether an event will occur and-if it does-the continuous probability of when it will happen. These two types of uncertainty are fundamental to every form of anticipatory behavior including learning, decision-making, and motor planning. It remains unknown how the brain models the two uncertainty parameters and how they interact in anticipation. It is commonly assumed that the discrete probability of whether an event will occur has a fixed effect on event expectancy over time. In contrast, we first demonstrate that this pattern is highly dynamic and monotonically increases across time. Intriguingly, this behavior is independent of the continuous probability of when an event will occur. The effect of this continuous probability on anticipation is commonly proposed to be driven by the hazard rate (HR) of events. We next show that the HR fails to account for behavior and propose a model of event expectancy based on the probability density function of events. Our results hold for both vision and audition, suggesting independence of the representation of the two uncertainties from sensory input modality. These findings enrich the understanding of fundamental anticipatory processes and have provocative implications for many aspects of behavior and its neural underpinnings.

Indexed as

UncertaintyAdultAnticipation, PsychologicalAuditory PerceptionDecision MakingFemaleHumansLearningMaleProbabilitySpatio-Temporal AnalysisVisual Perceptionanticipationcatch trialprobability learningreaction timetemporal–probabilistic inference

Identifiers

PMID33853943
PMCPMC8072397

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.