Evidence map›Paper›PMID 40093858›Full record

ArticleProceedings of the conference. Association for Computational Linguistics. North American Chapter. Meeting2024

ALBA: Adaptive Language-Based Assessments for Mental Health.

Vasudha Varadarajan, Sverker Sikström, Oscar N E Kjell, H Andrew Schwartz

Abstract read
In one paragraph

Article in Proceedings of the conference. Association for Computational Linguistics. North American Chapter. Meeting, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Explaining GPTs' schema of depression: A machine behavior analysis.Journal of psychopathology and clinical science · 2026
    Article
  3. Review
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

4 authors.

Vasudha VaradarajanDepartment of Computer Science, Stony Brook University.
Sverker SikströmDepartment of Psychology, Lund University.
Oscar N E KjellDepartment of Psychology, Lund University.
H Andrew SchwartzDepartment of Computer Science, Stony Brook University.

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 AA028032NIOSH CDC HHS U01 OH012476
6 · The paper itself

Abstract

Mental health issues differ widely among individuals, with varied signs and symptoms. Recently, language-based assessments have shown promise in capturing this diversity, but they require a substantial sample of words per person for accuracy. This work introduces the task of Adaptive Language-Based Assessment (ALBA), which involves adaptively

Identifiers

PMID40093858
PMCPMC11907698

What OpenQuestion holds

Textmetadata
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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.