Evidence map›Paper›PMID 40538505›Full record

ArticleNPP - digital psychiatry and neuroscience2025

Automated speech and language markers of longitudinal changes in psychosis symptoms.

Sunny X Tang, Michael J Spilka, Majnu John, Michael L Birnbaum, Ema Saito, Sarah A Berretta, Leily M Behbehani, Mark Y Liberman, Anil K Malhotra, William Simpson and 1 more

Abstract read
In one paragraph

Article in NPP - digital psychiatry and neuroscience, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

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

  1. Pooled it
  2. Article
  3. Article
  4. Interventions in schizophrenia should be transdiagnostic, biologically informed, individualized, and disease modifying.World psychiatry : official journal of the World Psychiatric Association (WPA) · 2026
    Article
  5. Article
  6. Article
  7. Review
  8. Review
  9. 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

11 authors.

Sunny X TangNorthwell Health, New Hyde Park, NY USA.ORCID 0000-0002-4001-8120
Michael J SpilkaCambridge Cognition, Cambridge, UK.
Majnu JohnNorthwell Health, New Hyde Park, NY USA.
Michael L BirnbaumDepartment of Psychiatry, Columbia University Vagelos College of Physicians and Surgeons, New York, NY USA.
Ema SaitoNorthwell Health, New Hyde Park, NY USA.
Sarah A BerrettaSchool of Behavioral and Brain Sciences, The University of Texas at Dallas, Richardson, TX USA.
Leily M BehbehaniDepartment of Psychology, Yale University, New Haven, CT USA.ORCID 0009-0009-4374-7503
Mark Y LibermanLinguistic Data Consortium, University of Pennsylvania, Philadelphia, PA USA.
Anil K MalhotraNorthwell Health, New Hyde Park, NY USA.
William SimpsonCambridge Cognition, Cambridge, UK.
John M KaneNorthwell Health, New Hyde Park, NY USA.

Funding

Advancing Computational Linguistic Biomarkers of Disorganized Speech in PsychosisK23MH130750 · NIMH · FEINSTEIN INSTITUTE FOR MEDICAL RESEARCH · PI TANG, SUNNY XIAOJING · 2022 to 2024
$586k
NIMH NIH HHS K23 MH130750
6 · The paper itself

Abstract

We sought to evaluate the ability of automated speech and language features to longitudinally track fluctuations in the major psychosis domains:

Indexed as

Neurological manifestationsPredictive markers

Identifiers

PMID40538505
PMCPMC12173942

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.