Evidence map›Paper›PMID 38557724›Full record

ArticleJMIR mental health2024

Digital Tools to Facilitate the Detection and Treatment of Bipolar Disorder: Key Developments and Future Directions.

Taiane de Azevedo Cardoso, Shruti Kochhar, John Torous, Emma Morton

Open access · goldAbstract readEditorial
In one paragraph

Article in JMIR mental health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
19citing papers in PubMed, 2 pooled it
8.1field-weighted citation impact, top 2% of its field
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

19 citing papers in PubMed, 2 syntheses or guidelines pooled it, 21 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Review
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  6. The effect of sleep-wake behaviors on the onset of mania in youth: A computational model.European psychiatry : the journal of the Association of European Psychiatrists · 2026
    Article
  7. Article
  8. [Risk Prediction Performance of Blood Biomarkers for Bipolar Disorder With Psychotic Symptoms].Sichuan da xue xue bao. Yi xue ban = Journal of Sichuan University. Medical science edition · 2025
    Article
  9. BDJournal of affective disorders · 2025
    Article
  10. Review
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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 at 4 institutions in 3 countries.

Taiane de Azevedo CardosoThe Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Deakin University, Geelong, Australia.ORCID 0000-0003-1925-8709
Shruti KochharJMIR Publications, Toronto, ON, Canada.ORCID 0000-0003-0448-6047
John TorousDigital Psychiatry, Department of Psychiatry, Beth Israel Deaconess Medical Center, Boston, MA, United States.ORCID 0000-0002-5362-7937
Emma MortonSchool of Psychological Sciences, Monash University, Clayton, Australia.ORCID 0000-0001-6179-1983
Beth Israel Deaconess Medical Center · USDeakin University · AUJMIR Publications · CAMonash University · AU

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Bipolar disorder (BD) impacts over 40 million people around the world, often manifesting in early adulthood and substantially impacting the quality of life and functioning of individuals. Although early interventions are associated with a better prognosis, the early detection of BD is challenging given the high degree of similarity with other psychiatric conditions, including major depressive disorder, which corroborates the high rates of misdiagnosis. Further, BD has a chronic, relapsing course, and the majority of patients will go on to experience mood relapses despite pharmacological treatment. Digital technologies present promising results to augment early detection of symptoms and enhance BD treatment. In this editorial, we will discuss current findings on the use of digital technologies in the field of BD, while debating the challenges associated with their implementation in clinical practice and the future directions.

Indexed as

Bipolar DisorderMajor Depressive DisorderAdultAffectEarly Intervention, EducationalHumansQuality of Lifeappsbipolar disorderdigital phenotypingmachine learningmHealthmobile healthmobile health interventions

Identifiers

PMID38557724
PMCPMC11019420
OpenAlexW4393160766

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.