Evidence map›Paper›PMID 41021515›Full record

ArticleJournal of psychopathology and clinical science2026

Language-based AI modeling of personality traits and pathology from life narrative interviews.

Joshua R Oltmanns, Ritik Khandelwal, Jerry Ma, Jocelyn Brickman, Tu Do, Rasiq Hussain, Mehak Gupta

Abstract read
In one paragraph

Article in Journal of psychopathology and clinical science, 2026. 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

7 authors.

Joshua R OltmannsDepartment of Psychological & Brain Sciences, Washington University in St. Louis.ORCID 0000-0001-6670-6995
Ritik KhandelwalDepartment of Computer Science, Southern Methodist University.
Jerry MaDepartment of Computer Science, Southern Methodist University.
Jocelyn BrickmanSchool of Psychology, Xavier University.
Tu DoDepartment of Psychological & Brain Sciences, Washington University in St. Louis.
Rasiq HussainDepartment of Computer Science, Southern Methodist University.
Mehak GuptaDepartment of Computer Science, Southern Methodist University.

Funding

Intergenerational Transmission of Stress: Psychosocial and Biological MechanismsR01AG061162 · NIA · WASHINGTON UNIVERSITY · PI BOGDAN, RYAN H · 2019 to 2023
$3.1M
Personality and Health in Later Life: Psychosocial and Biological MechanismsR01AG045231 · NIA · WASHINGTON UNIVERSITY · PI OLTMANNS, THOMAS · 2014 to 2018
$2.9M
Personality, Health, and Transitions in Later LifeR01MH077840 · NIMH · WASHINGTON UNIVERSITY · PI OLTMANNS, THOMAS · 2007 to 2011
$2.6M
NIA NIH HHS R01 AG045231NIA NIH HHS R01 AG061162NIH HHSNIMH NIH HHS R01 MH077840
6 · The paper itself

Abstract

Advances in artificial intelligence (AI) hold promise for clarifying personality disorder (PD) models, research methodology, understanding, and clinical treatment. This study models personality and personality pathology using natural language. A representative community sample of

Indexed as

Artificial IntelligenceInterview, PsychologicalModels, PsychologicalPersonalityPersonality DisordersAgedAged, 80 and overFemaleHumansMaleMiddle AgedNarrationNatural Language Processing

Identifiers

PMID41021515
PMCPMC12616480

What OpenQuestion holds

Textmetadata
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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.