Evidence map›Paper›PMID 41646923›Full record

ArticleFrontiers in psychology2026

The abstraction habituation model of knowledge worker burnout.

James Meaden

Abstract read
In one paragraph

Article in Frontiers in psychology, 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.

James MeadenIndependent Researcher, Leesburg, VA, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Burnout among knowledge workers presents a puzzle: many workers report persistent burnout despite relatively favorable conditions, and interventions show limited lasting effects. Dominant resource models assume rest restores function, yet cannot fully explain why recovery fails despite adequate time, why burnout remains stable despite accumulating resources, or why mindfulness intervention effects fade when practice stops. Building on the environmental model of mindfulness, this paper introduces abstraction habituation: the progressive loss of cognitive flexibility through sustained knowledge work. The model proposes that neuroplastic adaptation establishes abstraction as the default processing mode, reducing the concrete processing capacity that supports psychological recovery. This framework accounts for career-long burnout stability and limited intervention durability through cumulative cognitive training, suggesting effective prevention requires redesigning work environments to preserve cognitive flexibility, not solely adding individual coping resources.

Indexed as

abstraction habituationburnoutcognitive flexibilityenvironmental model of mindfulnesshealing workplacesknowledge workmindfulness

Identifiers

PMID41646923
PMCPMC12867927

What OpenQuestion holds

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LicenceCC BY
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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.