Evidence map›Paper›PMID 41341625›Full record

ArticlePNAS nexus2025

High-value decisions are made quickly, with no consistent effect on accuracy.

Angelo Pirrone, Giovanni Sala, Nathan J Evans

Abstract read
In one paragraph

Article in PNAS nexus, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

3 authors.

Angelo PirroneDepartment of Psychology, University of Liverpool, Bedford Street South, Liverpool L69 7ZA, United Kingdom.ORCID https://orcid.org/0000-0001-5984-7853
Giovanni SalaDepartment of Psychology, University of Liverpool, Bedford Street South, Liverpool L69 7ZA, United Kingdom.ORCID https://orcid.org/0000-0002-1589-3759
Nathan J EvansDepartment of Psychology, University of Liverpool, Bedford Street South, Liverpool L69 7ZA, United Kingdom.ORCID https://orcid.org/0000-0002-6953-8816

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

High-value decisions tend to be made more quickly. For instance, decision-makers are generally faster when choosing between two preferred options than when choosing between two less preferred options. Several theories have been developed to explain why people are faster for higher overall values, such as facilitation of information processing, reduced caution, or increased processing noise. Importantly, these theories make different predictions for how overall value should influence accuracy, though current results in the literature provide mixed conclusions. Here, we reanalyzed data from 40 previous studies to examine whether decision accuracy is consistently influenced by the overall value of the options. We find that, aside from low-level stimuli-driven effects, decision accuracy does not show a consistent pattern of increase or decrease based on overall value. Our results suggest that earlier claims of a systematic effect of overall value on decision accuracy may have been premature. We provide a mechanistic account of results, discuss why these results may challenge many prevailing theories of decision-making, and highlight open questions for future research.

Indexed as

collapsing thresholdscomputational modelsdecision-makingoverall valuevalue-sensitivity

Identifiers

PMID41341625
PMCPMC12671404

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.