ArticleFrontiers in digital health2026
Bioethical considerations in deploying mobile mental health apps in LMIC settings: insights from the MITHRA pilot study in rural India.
Article in Frontiers in digital health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Introduction: In India, untreated depression among women contributes significantly to morbidity and mortality, underscoring an urgent need for accessible and ethically grounded mental health interventions. Mobile health (mHealth) tools offer scalable solutions; however, their implementation in low- and middle-income country (LMIC) settings raises important bioethical considerations. Methods: This study was conducted at the conclusion of a pilot randomized controlled trial evaluating the MITHRA app (Multiuser Interactive Health Response Application), designed for depression screening and treatment among women participating in self-help groups (SHGs) in rural Karnataka, India. Two focus-group discussions were conducted with intervention participants to explore ethical dimensions of app use, including technological proficiency, privacy, informed consent, connectivity, accessibility, and gender-specific interactions. Transcripts were analyzed using thematic coding to identify recurring patterns. Results: Participants preferred a hybrid care model combining mobile app use with human interaction. Technological proficiency varied, and participants demonstrated uncertainty regarding mental health app functionality and limited understanding of privacy policies. In the collectivist cultural context of rural India, autonomy and informed consent were often expressed relationally, shaped by family and community dynamics rather than individual decision-making alone. Discussion: These findings highlight the need to tailor digital mental health interventions to user preferences and local sociocultural contexts. Ethical implementation in rural LMIC settings requires enhanced transparency around data use, culturally aligned consent processes, and integration of ethical, technological, and relational considerations to improve accessibility, trust, and acceptability.
Indexed as
Identifiers
What OpenQuestion holds
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.