Evidence map›Paper›PMID 40766227›Full record

ArticleResearch square2025

Hierarchical, Interactive, and Dynamic Predictive Capacity of Current Biological, Psychological, Social, and Environmental Measurements in Depression, Anxiety, ADHD, and Social Quality across the Lifespan.

Clark Roberts, Raphael Yamamoto, Zhafira Fawnia, Percy Mistry, Issac N Treves, Alexandra Decker, Samantha N Sallie, Chris Chatham, Awais Aftab, Kim Lee and 3 more

Abstract readPreprint
In one paragraph

Article in Research square, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

13 authors.

Clark RobertsMcGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA, USA.
Raphael YamamotoDepartment of Computer and Information Science, University of Pennsylvania.
Zhafira FawniaDepartment of Computer Science, Brown University Providence, RI, USA.
Percy MistryDepartment of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA.ORCID https://orcid.org/0000-0002-3055-4472
Issac N TrevesDepartment of Psychiatry, Columbia University, New York City, NY, United States.
Alexandra DeckerMcGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA, USA.
Samantha N SallieDepartment of Psychiatry, University of Cambridge, Cambridge, UK.ORCID https://orcid.org/0000-0003-0161-3995
Chris ChathamMedical Biomarker Research, Shionogi, Inc, Florham Park NJ, USA.
Awais AftabDepartment of Psychiatry, Case Western Reserve University, Cleveland, Ohio, USA.
Kim LeeMcGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA, USA.
Madelynn ParkMcGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA, USA.
Vinod MenonDepartment of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA.ORCID https://orcid.org/0000-0003-1622-9857
John GabrieliMcGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

An extensive and perplexing plurality of psychometric assesments, experimental-tasks, and biophysical measurement modalities have evolved alongside increasingly biopsychosocial models of behavior and psychopathology. Yet, despite alarming recent increasing rates of mental health problems, cumulative progress regarding the validity and

Indexed as

ADHDAnxietyCognitionDepressionDevelopmentPredictionSocialTransdiagnostic

Identifiers

PMID40766227
PMCPMC12324575

What OpenQuestion holds

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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.