Evidence map›Paper›PMID 42142867›Full record

ReviewNeurobiology of learning and memory2026

On the generality of behavioral theory and abstract phenomena.

Ralph R Miller

Abstract readReview
In one paragraph

Review in Neurobiology of learning and memory, 2026. 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

1 author.

Ralph R MillerDepartment of Psychology, SUNY-Binghamton, PO Box 6000, Binghamton, NY 13902-6000 USA. Electronic address: rmiller@binghamton.edu.

Funding

EXTRAACQUISITION ASSOCIATIVE DETERMINANTS OF PERFORMANCER01MH033881 · NIMH · STATE UNIVERSITY OF NY,BINGHAMTON · PI MILLER, RALPH R. · 1985 to 2009
$2.7M
NIMH NIH HHS R01 MH033881
6 · The paper itself

Abstract

Pavlov's research on conditioning, perhaps due to his place in founding the field, was limited to identifying a small number of core principles. This may explain why most of his findings have proven to be of broad generality. A century later, associative learning, including Pavlovian conditioning, is viewed as encompassing a multitude of principles, with most being influenced by a number of independent variables, and we are still far from identifying all the independent variables for each principle. However, it is already clear that many behavioral principles share consequential independent variables, making it difficult to examine any given principle in isolation. This precludes making generalizable predictions, except for further studies in the same laboratory setting where most independent variables can be held constant across experiments. When exported to other laboratories or applied situations, this is usually not feasible. While there is theoretical value in identifying how select independent variables influence behavioral phenomena when other independent variables are held constant, I assert that generalizing the findings to different laboratory settings or applied situations is highly prone to being unsuccessful because these 'other variables' will differ from those of the initial laboratory. Nonetheless, academic and funding structures reward researchers who claim great generality concerning behavioral phenomena in the abstract (e.g., 'blocking' as the result of simply stated procedures devoid of specific parameters). The central contribution of this paper is to suggest factors that have led behavioral psychology to develop this penchant for claiming broad generality and to advocate for more conceptual replications, so we are less apt to be distracted by phenomena of limited generality.

Indexed as

Association LearningConditioning, ClassicalGeneralization, PsychologicalPsychological TheoryAnimalsHumansAssociative learningBiasBoundary conditionsGeneralizing theoriesHeuristics

Identifiers

PMID42142867
PMCPMC13309907

What OpenQuestion holds

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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.