Evidence map›Paper›PMID 40832650›Full record

ArticleIndian journal of psychological medicine2026

Understanding the Contours of a Successful Digitally Driven Capacity Building Program for Primary Care Doctors: A Mixed Method Study from a High-performing District of Southern India.

Hetashri Shah, Chandana Sabbella, Prakyath Ravindranath Hegde, Rahul Patley, Sivakami Sundari S, Rajani Parthasarathy, Narayana Manjunatha, Channaveerachari Naveen Kumar, Suresh Bada Math

Abstract read
In one paragraph

Article in Indian journal of psychological medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–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

1 citing paper in PubMed.

  1. 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

9 authors.

Hetashri ShahNIMHANS Digital Academy, Dept. of Psychiatry, National Institute of Mental Health & Neurosciences (NIMHANS), Bangalore, Karnataka, India.ORCID https://orcid.org/0009-0001-8963-7037
Chandana SabbellaNIMHANS Digital Academy, Dept. of Psychiatry, National Institute of Mental Health & Neurosciences (NIMHANS), Bangalore, Karnataka, India.ORCID https://orcid.org/0009-0008-2373-0221
Prakyath Ravindranath HegdeNIMHANS Digital Academy, Dept. of Psychiatry, National Institute of Mental Health & Neurosciences (NIMHANS), Bangalore, Karnataka, India.ORCID https://orcid.org/0000-0001-6019-6824
Rahul PatleyNIMHANS Digital Academy, Dept. of Psychiatry, National Institute of Mental Health & Neurosciences (NIMHANS), Bangalore, Karnataka, India.ORCID https://orcid.org/0000-0003-2700-7854
Sivakami Sundari SNIMHANS Digital Academy, Dept. of Psychiatry, National Institute of Mental Health & Neurosciences (NIMHANS), Bangalore, Karnataka, India.ORCID https://orcid.org/0009-0009-8336-0274
Rajani ParthasarathyDept. of Health and Family Welfare Services, Govt. of Karnataka, Bangalore, Karnataka, India.
Narayana ManjunathaTele Medicine Centre, NIMHANS Digital Academy, Dept. of Psychiatry, National Institute of Mental Health & Neurosciences (NIMHANS), Bangalore, Karnataka, India.ORCID https://orcid.org/0000-0003-2718-7904
Channaveerachari Naveen KumarDept. of Psychiatry, National Institute of Mental Health & Neurosciences (NIMHANS), Bangalore, Karnataka, India.ORCID https://orcid.org/0000-0002-4568-0420
Suresh Bada MathDept. of Psychiatry, National Institute of Mental Health & Neurosciences (NIMHANS), Bangalore, Karnataka, India.ORCID https://orcid.org/0000-0001-8190-0382

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Amid a pan-India digitally driven mental health capacity-building program carried out through National Institute of Mental Health and Neurosciences (NIMHANS) from April 2022 to November 2024, one district stood out, consistently outperforming others across most outcome measures. This study delves into the successful elements of this high-performing model district in South India to uncover the key factors behind its success. Methods: In November-December 2023, 69 primary care doctors (PCDs) from Udupi district participated in a six-week digital mental health training. The study utilized a mixed-method approach, analyzing changes in knowledge, attitudes, and practice (KAP) scores pre- and post-training, diagnostic and treatment concordance between PCDs and psychiatrists via collaborative video consultations (CVCs) records, and insights from focus group discussion (FGD) conducted with 12 PCDs. Results: About 68.12% of Udupi PCDs attended ≥3 sessions of the training, outperforming both Karnataka state PCDs (22.89%) and PCDs from nine other states (13.24%). Post-training, KAP scores improved significantly (mean difference: 1.89, Conclusion: Compared to Karnataka as a whole and other states, Udupi district's standout performance was likely driven by favorable trainee-related factors and adequate administrative support enabled through digital training.

Indexed as

digital mental health trainingDistrict mental healthprimary care doctorsprimary mental healthcareUdupi district

Identifiers

PMID40832650
PMCPMC12357833

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.