Evidence map›Paper›PMID 40099144›Full record

ArticleFrontiers in psychiatry2025

Opinion: Mental health research: to augment or not to augment.

Argyrios Perivolaris, Alice Rueda, Karisa Parkington, Achint Soni, Sirisha Rambhatla, Reza Samavi, Rakesh Jetly, Andrew Greenshaw, Yanbo Zhang, Bo Cao and 2 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Frontiers in psychiatry, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

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

  1. Pooled it
  2. 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

12 authors.

Argyrios PerivolarisInterventional Psychiatry Program, St. Michael's Hospital, Unity Health Toronto, Toronto, ON, Canada.
Alice RuedaInterventional Psychiatry Program, St. Michael's Hospital, Unity Health Toronto, Toronto, ON, Canada.
Karisa ParkingtonInterventional Psychiatry Program, St. Michael's Hospital, Unity Health Toronto, Toronto, ON, Canada.
Achint SoniCheriton School of Computer Science, University of Waterloo, Waterloo, ON, Canada.
Sirisha RambhatlaCheriton School of Computer Science, University of Waterloo, Waterloo, ON, Canada.
Reza SamaviVector Institute for Artificial Intelligence, Toronto, ON, Canada.
Rakesh JetlyInstitute of Mental Health Research, University of Ottawa, Ottawa, ON, Canada.
Andrew GreenshawDepartment of Psychiatry, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada.
Yanbo ZhangDepartment of Psychiatry, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada.
Bo CaoDepartment of Psychiatry, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada.
Sri KrishnanDepartment of Electrical, Computer, and Biomedical Engineering, Toronto Metropolitan University, Toronto, ON, Canada.
Venkat BhatInterventional Psychiatry Program, St. Michael's Hospital, Unity Health Toronto, Toronto, ON, Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligenceaugmentationdata scarcitymental healthsynthetic data

Identifiers

PMID40099144
PMCPMC11912228

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.