Evidence map›Paper›PMID 42303405›Full record

ArticleBMJ open2026

Spatial access to inpatient mental health services in Kerala, India: a Geospatial Information System-based travel-time isochrone analysis.

Deepak Thomas Varughese, Johvana Elizabeth Thomas, Jaico Katadiyil Paulose

Abstract read
In one paragraph

Article in BMJ open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

3 authors.

Deepak Thomas VarugheseDepartment of Community Medicine, Believers Church Medical College Hospital, Thiruvalla, Kerala, India deepakvarughese@gmail.com.ORCID http://orcid.org/0000-0001-8707-1394
Johvana Elizabeth ThomasBelievers Church Medical College Hospital, Thiruvalla, Kerala, India.ORCID http://orcid.org/0009-0003-3204-6249
Jaico Katadiyil PauloseDepartment of Psychiatry, Believers Church Medical College Hospital, Thiruvalla, Kerala, India.ORCID http://orcid.org/0000-0003-4354-0886

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivesThis study aimed to estimate the spatial accessibility of inpatient mental health services in Kerala, India. We also aimed to calculate bed-to-population ratios for these services for each district in the state.

designWe used a Geospatial Information System (GIS)-based travel time isochrone analysis to estimate potential spatial accessibility.

settingKerala, India. DATA SOURCES AND

methodsA list of all mental health facilities licensed to admit patients was obtained from data published by the Kerala State Mental Health Authority in 2025. The facilities were geocoded and mapped. Population data were also obtained using satellite-based estimates from 2020 at a resolution of 100 m. Information on Road Networks was obtained using OpenStreetMap through the OpenRouteService plugin in 2025. OUTCOME MEASURES: We calculated the proportion of people who could access facilities within 15 min, 30 min and 45 min. We also calculated beds per population for each of the 14 districts.

resultsKerala has an average of 21 mental health beds per 100 000 people, ranging from 0.75 in Kasargod to 68 in Idukki. In terms of bed-to-population ratios, one district was ideal, three met the basic requirements, two experienced slight shortages, four faced moderate shortages and four encountered severe shortages. Across the state, 67.95% of the population could access psychiatric services within 15 min, increasing to 96.85% within 45 min.

conclusionGIS-based isochrone analysis indicated that 96.85% of the population could reach a facility by car within 45 min. Bed-to-population ratios varied substantially between districts.

Indexed as

Health Services AccessibilityMental Health ServicesTravelGeographic Information SystemsHumansIndiaInpatientsEPIDEMIOLOGYGeographical mappingGeographic Information SystemIndiaPUBLIC HEALTH

Identifiers

PMID42303405
PMCPMC13288699

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