Evidence map›Paper›PMID 38162692›Full record

ArticleBehavioral ecology : official journal of the International Society for Behavioral Ecology

Flexible learning in complex worlds.

Olof Leimar, Andrés E Quiñones, Redouan Bshary

Abstract read
In one paragraph

Article in Behavioral ecology : official journal of the International Society for Behavioral Ecology. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Article
  3. Behavioral flexibility and its drivers in semi-urban vervet monkeys.Behavioral ecology : official journal of the International Society for Behavioral Ecology
    Article
  4. Flexible learning in complex worlds.Behavioral ecology : official journal of the International Society for Behavioral Ecology
    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

3 authors.

Olof LeimarDepartment of Zoology, Stockholm University, 106 91 Stockholm, Sweden and.ORCID https://orcid.org/0000-0001-8621-6977
Andrés E QuiñonesInstitute of Biology, University of Neuchâtel, Emile-Argand 11, 2000 Neuchâtel, Switzerland.ORCID https://orcid.org/0000-0001-7642-9725
Redouan BsharyInstitute of Biology, University of Neuchâtel, Emile-Argand 11, 2000 Neuchâtel, Switzerland.ORCID https://orcid.org/0000-0001-7198-8472

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Cognitive flexibility can enhance the ability to adjust to changing environments. Here, we use learning simulations to investigate the possible advantages of flexible learning in volatile (changing) environments. We compare two established learning mechanisms, one with constant learning rates and one with rates that adjust to volatility. We study an ecologically relevant case of volatility, based on observations of developing cleaner fish

Indexed as

Autosteplearning set formationmeta learningprediction errorRescorla-Wagner learningreversal learningstochasticityvolatility

Identifiers

PMID38162692
PMCPMC10756056

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.