Evidence map›Paper›PMID 34916287›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2021

The rise and fall of rationality in language.

Marten Scheffer, Ingrid van de Leemput, Els Weinans, Johan Bollen

Abstract readHistorical Article
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed, 1 pooled it
–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

10 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. White Americans' preference for Black people in advertising has increased in the past 66 y: A meta-analysis.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Pooled it
  2. Article
  3. Article
  4. Article
  5. Article
  6. GPT is an effective tool for multilingual psychological text analysis.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  7. Article
  8. Colloquialization as a key factor in historical changes of rational and emotional words.Proceedings of the National Academy of Sciences of the United States of America · 2022
    Article
  9. Reply to Sun: Making sense of language change.Proceedings of the National Academy of Sciences of the United States of America · 2022
    Article
  10. Using big data to track major shifts in human cognition.Proceedings of the National Academy of Sciences of the United States of America · 2022
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

4 authors.

Marten SchefferDepartment of Environmental Sciences, Wageningen University, 6700 AA Wageningen, The Netherlands; marten.scheffer@wur.nl jbollen@indiana.edu.
Ingrid van de LeemputDepartment of Environmental Sciences, Wageningen University, 6700 AA Wageningen, The Netherlands.
Els WeinansDepartment of Environmental Sciences, Wageningen University, 6700 AA Wageningen, The Netherlands.
Johan BollenDepartment of Informatics, Cognitive Science Program, Indiana University, Bloomington, IN 47408 marten.scheffer@wur.nl jbollen@indiana.edu.ORCID 0000-0001-7031-9293

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The surge of post-truth political argumentation suggests that we are living in a special historical period when it comes to the balance between emotion and reasoning. To explore if this is indeed the case, we analyze language in millions of books covering the period from 1850 to 2019 represented in Google nGram data. We show that the use of words associated with rationality, such as "determine" and "conclusion," rose systematically after 1850, while words related to human experience such as "feel" and "believe" declined. This pattern reversed over the past decades, paralleled by a shift from a collectivistic to an individualistic focus as reflected, among other things, by the ratio of singular to plural pronouns such as "I"/"we" and "he"/"they." Interpreting this synchronous sea change in book language remains challenging. However, as we show, the nature of this reversal occurs in fiction as well as nonfiction. Moreover, the pattern of change in the ratio between sentiment and rationality flag words since 1850 also occurs in

Indexed as

LanguageBooksEmotionsHistory, 19th CenturyHistory, 20th CenturyHistory, 21st CenturyHumansIndividualityLibraries, DigitalLinguisticsNewspapers as TopicPrincipal Component Analysiscollectivityindividualitylanguagerationalitysentiment

Identifiers

PMID34916287
PMCPMC8713757

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.