Evidence map›Paper›PMID 38833294›Full record

ArticleJournal of medical Internet research2024

Mental Wellness Self-Care in Singapore With mindline.sg: A Tutorial on the Development of a Digital Mental Health Platform for Behavior Change.

Janice Huiqin Weng, Yanyan Hu, Creighton Heaukulani, Clarence Tan, Julian Kuiyu Chang, Ye Sheng Phang, Priyanka Rajendram, Weng Mooi Tan, Wai Chiong Loke, Robert J T Morris

Registry-linked trialAbstract read
In one paragraph

Article in Journal of medical Internet research, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07167056 (Artificial Intelligence-Powered Support For Quality Of Life Improvement In Patients With Cancer), which is not on this map. Cited by 7 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
7citing 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.

NCT07167056 narecruitingnot on this mapstarted 2025, after this paper: background citation

Artificial Intelligence-Powered Support For Quality Of Life Improvement In Patients With Cancer

TypeinterventionalSponsorCase Comprehensive Cancer CenterRan2025 to 2027Enrolled60ConditionsCancerArmsStandard of Care Psychotherapy, WYSA App
3 · Its place in the literature

Who cites it

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

  1. Pooled it
  2. Article
  3. Review
  4. National Implementation of Perinatal Mental Health Treatment-The MumSpace Digital Stepped-Care Model.International journal of environmental research and public health · 2025
    Article
  5. Article
  6. Article
  7. 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

10 authors.

Janice Huiqin WengMOH Office for Healthcare Transformation, Singapore, Singapore.ORCID 0009-0009-6341-0801
Yanyan HuMOH Office for Healthcare Transformation, Singapore, Singapore.ORCID 0009-0002-3441-8467
Creighton HeaukulaniMOH Office for Healthcare Transformation, Singapore, Singapore.ORCID 0000-0003-2046-7612
Clarence TanMOH Office for Healthcare Transformation, Singapore, Singapore.ORCID 0009-0006-2085-6721
Julian Kuiyu ChangMOH Office for Healthcare Transformation, Singapore, Singapore.ORCID 0000-0001-5469-7649
Ye Sheng PhangMOH Office for Healthcare Transformation, Singapore, Singapore.ORCID 0000-0003-2706-4023
Priyanka RajendramMOH Office for Healthcare Transformation, Singapore, Singapore.ORCID 0000-0002-1376-7759
Weng Mooi TanMOH Office for Healthcare Transformation, Singapore, Singapore.ORCID 0009-0002-0688-1139
Wai Chiong LokeMOH Office for Healthcare Transformation, Singapore, Singapore.ORCID 0009-0007-4606-4527
Robert J T MorrisMOH Office for Healthcare Transformation, Singapore, Singapore.ORCID 0000-0001-8320-2393

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundSingapore, like the rest of Asia, faces persistent challenges to mental health promotion, including stigma around unwellness and seeking treatment and a lack of trained mental health personnel. The COVID-19 pandemic, which created a surge in mental health care needs and simultaneously accelerated the adoption of digital health solutions, revealed a new opportunity to quickly scale innovative solutions in the region.

objectiveIn June 2020, the Singaporean government launched mindline.sg, an anonymous digital mental health resource website that has grown to include >500 curated local mental health resources, a clinically validated self-assessment tool for depression and anxiety, an artificial intelligence (AI) chatbot from Wysa designed to deliver digital therapeutic exercises, and a tailored version of the website for working adults called mindline at work. The goal of the platform is to empower Singapore residents to take charge of their own mental health and to be able to offer basic support to those around them through the ease and convenience of a barrier-free digital solution.

methodsWebsite use is measured through click-level data analytics captured via Google Analytics and custom application programming interfaces, which in turn drive a customized analytics infrastructure based on the open-source platforms Titanium Database and Metabase. Unique, nonbounced (users that do not immediately navigate away from the site), engaged, and return users are reported.

resultsIn the 2 years following launch (July 1, 2020, through June 30, 2022), the website received >447,000 visitors (approximately 15% of the target population of 3 million), 62.02% (277,727/447,783) of whom explored the site or engaged with resources (referred to as nonbounced visitors); 10.54% (29,271/277,727) of those nonbounced visitors returned. The most popular features on the platform were the dialogue-based therapeutic exercises delivered by the chatbot and the self-assessment tool, which were used by 25.54% (67,626/264,758) and 11.69% (32,469/277,727) of nonbounced visitors. On mindline at work, the rates of nonbounced visitors who engaged extensively (ie, spent ≥40 seconds exploring resources) and who returned were 51.56% (22,474/43,588) and 13.43% (5,853/43,588) over a year, respectively, compared to 30.9% (42,829/138,626) and 9.97% (13,822/138,626), respectively, on the generic mindline.sg site in the same year.

conclusionsThe site has achieved desired reach and has seen a strong growth rate in the number of visitors, which required substantial and sustained digital marketing campaigns and strategic outreach partnerships. The site was careful to preserve anonymity, limiting the detail of analytics. The good levels of overall adoption encourage us to believe that mild to moderate mental health conditions and the social factors that underly them are amenable to digital interventions. While mindline.sg was primarily used in Singapore, we believe that similar solutions with local customization are widely and globally applicable.

Indexed as

COVID-19Mental HealthSelf CareArtificial IntelligenceHealth PromotionHumansInternetMental Health ServicesPandemicsSARS-CoV-2SingaporeTelemedicineAIAI chatbotartificial intelligencedigital mental healthdigital therapeuticsmental healthmental wellnessmobile phone

Identifiers

PMID38833294
PMCPMC11185903

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

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.