Evidence map›Paper›PMID 40924747›Full record

ArticleJournal of the experimental analysis of behavior2025

Rule following as choice: The role of reinforcement rate and rule accuracy on rule-following behavior.

David Ruiz, Adam Fox, Raúl Narayanam Rodriguez

Abstract read
In one paragraph

Article in Journal of the experimental analysis of behavior, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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.

David RuizLaboratorio de Análisis de la Conducta, Universidad Nacional Autónoma de México. Facultad de Estudios Superiores Iztacala.ORCID https://orcid.org/0000-0003-2089-4809
Adam FoxSt. Lawrence University.ORCID https://orcid.org/0000-0001-8507-1008
Raúl Narayanam RodriguezLaboratorio de Análisis de la Conducta, Universidad Nacional Autónoma de México. Facultad de Estudios Superiores Iztacala.

Funding

Secretaria de Ciencia, Humanidades, Tecnología e Innovación.
6 · The paper itself

Abstract

Rules can control the listener's behavior, yet few studies have examined variables that quantitatively determine the extent of this control relative to other rules and contingencies. To explore these variables, we employed a novel procedure that required a choice between rules. Participants clicked two buttons on a computer screen to earn points exchangeable for money. During training, participants were exposed to rules from two simulated individuals. Rule compliance was measured using free-operant choice periods. In the test phase, both simulated individuals appeared simultaneously, providing different rules, followed by a free-operant period of extinction to assess participants' preferences. Experiment 1 varied the reinforcement rate associated with each rule provider, showing that participants systematically preferred the rule provider with the highest reinforcement rate. In the control condition without rules, participants' preferences tended toward indifference. Experiment 2 varied rule accuracy. This time, participants' preferences favored the icon correlated with accurate rules. However, preferences were not exclusive to the alternatives instructed by this rule provider and tended to match the reinforcement rate obtained for this rule provider during training. These findings suggest that rule-following behavior is a form of choice governed by the relative distribution of reinforcement available in the listener's environment.

Indexed as

Choice BehaviorReinforcement, PsychologyReinforcement ScheduleAdultConditioning, OperantExtinction, PsychologicalFemaleHumansMaleYoung Adultchoicereinforcement raterulerule accuracyrule followingverbal behavior

Identifiers

PMID40924747
PMCPMC12419680

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.