Evidence map›Paper›PMID 40746243›Full record

ArticleCanadian journal of psychiatry. Revue canadienne de psychiatrie2026

Evaluation of an Artificial Intelligence and Online Psychotherapy Initiative to Improve Access and Efficiency in an Ambulatory Psychiatric Setting: Évaluation d'une initiative de psychothérapie en ligne basée sur l'intelligence artificielle visant à améliorer l'accès et l'efficacité en milieu psychiatrique ambulatoire.

Callum Stephenson, Jazmin Eadie, Christina Holmes, Kimia Asadpour, Gilmar Gutierrez, Anchan Kumar, Jasleen Jagayat, Charmy Patel, Saad Sajid, Oleksandr Knyahnytskyi and 9 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Canadian journal of psychiatry. Revue canadienne de psychiatrie, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

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

  1. Responsible artificial intelligence integration framework for psychiatric guidelines.The international journal of neuropsychopharmacology · 2026
    Guideline
  2. Article
  3. Review
  4. Early detection of adults ADHD using electronic health records: A machine learning study.European psychiatry : the journal of the Association of European Psychiatrists · 2026
    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

19 authors.

Callum StephensonDepartment of Psychiatry, Queen's University, Kingston, ON, Canada.ORCID 0000-0002-7929-1546
Jazmin EadieDepartment of Psychiatry, Queen's University, Kingston, ON, Canada.ORCID 0000-0002-8268-8739
Christina HolmesDepartment of Psychiatry, Queen's University, Kingston, ON, Canada.ORCID 0009-0001-5467-1489
Kimia AsadpourDepartment of Psychiatry, Queen's University, Kingston, ON, Canada.
Gilmar GutierrezDepartment of Psychiatry, Queen's University, Kingston, ON, Canada.
Anchan KumarDepartment of Psychiatry, Queen's University, Kingston, ON, Canada.
Jasleen JagayatDepartment of Psychiatry, Queen's University, Kingston, ON, Canada.
Charmy PatelDepartment of Psychiatry, Queen's University, Kingston, ON, Canada.
Saad SajidDepartment of Psychiatry, Queen's University, Kingston, ON, Canada.
Oleksandr KnyahnytskyiCentre for Neuroscience Studies, Queen's University, Kingston, ON, Canada.
Megan YangDepartment of Psychiatry, Queen's University, Kingston, ON, Canada.
Taras ReshetukhaDepartment of Psychiatry, Queen's University, Kingston, ON, Canada.
Christina MoiDepartment of Psychiatry, Queen's University, Kingston, ON, Canada.
Tricia BarrettKingston Health Sciences Centre, Kingston, ON, Canada.
Amirhossein ShiraziDepartment of Psychiatry, Queen's University, Kingston, ON, Canada.
Vedat VerterSmith School of Business, Queen's University, Kingston, ON, Canada.ORCID 0000-0002-4628-9618
Claudio N SoaresDepartment of Psychiatry, Queen's University, Kingston, ON, Canada.
Mohsen OmraniDepartment of Psychiatry, Queen's University, Kingston, ON, Canada.
Nazanin AlaviDepartment of Psychiatry, Queen's University, Kingston, ON, Canada.ORCID 0000-0002-1585-6771

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

ObjectivesThis study aimed to implement an artificial intelligence-assisted psychiatric triage program, assessing its impact on efficiency and resource optimization.MethodsThis project recruited patients on the waitlist for psychiatric evaluation at an outpatient hospital. Participants (

Indexed as

Ambulatory CareArtificial IntelligenceHealth Services AccessibilityMental DisordersMental Health ServicesPsychotherapyTriageAdultFemaleHumansMaleMiddle Agedartificial intelligencecognitive behavioural therapydigital health interventionse-mental healthmental healthmental health servicesnatural language processingpsychiatrypsychotherapyquality improvementtriage

Identifiers

PMID40746243
PMCPMC12316677

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.