Evidence map›Paper›PMID 34413563›Full record

ArticleJournal of language and social psychology2021

Natural Language Analysis and the Psychology of Verbal Behavior: The Past, Present, and Future States of the Field.

Ryan L Boyd, H Andrew Schwartz

Abstract read
In one paragraph

Article in Journal of language and social psychology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 68 papers.

0numbers the graph read from it
0cells of the map it votes in
68citing 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

68 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Article
  6. Artificial Intelligence and the Psychology of Human Connection.Perspectives on psychological science : a journal of the Association for Psychological Science · 2026
    Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. An exploration of basic human values in 38 million obituaries over 30 years.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  13. Article
  14. The Mental Health of Australian, Chinese and Vietnamese University Students: A Cross-Cultural Comparison of the DASS-21.International journal of psychology : Journal international de psychologie · 2025
    Article
  15. Review
  16. The chronospatial revolution in psychology.Nature human behaviour · 2025
    Review
  17. Article
  18. Article
  19. Article
  20. Article

8 more citing papers are in PubMed but not listed here.

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

2 authors.

Ryan L BoydLancaster University, UK.ORCID 0000-0002-1876-6050
H Andrew SchwartzStony Brook University, NY, USA.

Funding

Large-scale Data Scientific Assessment of Unhealthy Alcohol Consumption Among Front-Line Restaurant WorkersR01AA028032 · NIAAA · STATE UNIVERSITY NEW YORK STONY BROOK · PI SCHWARTZ, HANSEN ANDREW · 2020 to 2023
$2.5M
NIAAA NIH HHS R01 AA028032
6 · The paper itself

Abstract

Throughout history, scholars and laypeople alike have believed that our words contain subtle clues about what we are like as people, psychologically speaking. However, the ways in which language has been used to infer psychological processes has seen dramatic shifts over time and, with modern computational technologies and digital data sources, we are on the verge of a massive revolution in language analysis research. In this article, we discuss the past and current states of research at the intersection of language analysis and psychology, summarizing the central successes and shortcomings of psychological text analysis to date. We additionally outline and discuss a critical need for language analysis practitioners in the social sciences to expand their view of verbal behavior. Lastly, we discuss the trajectory of interdisciplinary research on language and the challenges of integrating analysis methods across paradigms, recommending promising future directions for the field along the way.

Indexed as

attentioncomputational social sciencelanguage analysisnatural language processing

Identifiers

PMID34413563
PMCPMC8373026

What OpenQuestion holds

Textmetadata
LicenceTDM
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.