Evidence map›Paper›PMID 42620910›Full record

ArticleFrontiers in public health2026

Kerala's Aardram Mission and universal health coverage: integrated time series evidence on mortality reduction and assessment of financial protection and equity gaps.

Kolappatta Shahana, Balamurugan Janarthanan

Abstract read
In one paragraph

Article in Frontiers in public 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.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

2 authors.

Kolappatta ShahanaDepartment of Social Sciences, School of Social Sciences and Languages, VIT University, Vellore, India.
Balamurugan JanarthananDepartment of Social Sciences, School of Social Sciences and Languages, VIT University, Vellore, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Universal health coverage (UHC) requires simultaneous progress across health outcomes, financial protection, and service delivery dimensions. Kerala has achieved favorable mortality indicators, yet implementation gaps and financing barriers persist despite policy reforms. The Aardram Mission (2017) represents a major primary care strengthening intervention aimed at advancing UHC, but its association with multiple UHC dimensions has not previously been examined in an integrated way. Objective: The study aimed to assess the association between the implementation of the Aardram Mission and changes in maternal and infant mortality, health insurance coverage, immunization rates, and out-of-pocket expenditure patterns and to identify implementation gaps and health equity disparities within Kerala's health system.. Methods: The study analyzed secondary annual data from 2010 to 2024, covering the pre-policy (2010-2016) and post-policy (2017-2024) periods. Interrupted time series (ITS) with segmented regression was used as the primary analytical method to examine changes in the trajectories of the maternal mortality ratio (MMR), infant mortality ratio (IMR), and immunization coverage associated with the implementation of the Aardram Mission in 2017. Descriptive pre-post comparisons, correlation analysis, and multivariable regression were conducted as supporting exploratory analyses. The robustness of the ITS findings was assessed through sensitivity analyses accounting for the COVID-19 pandemic and a structural break test.. Results: Segmented regression indicated an acceleration in the declining trends of both mortality indicators following the 2017 policy implementation, after accounting for pre-existing trends. Between 2017 and 2024, the IMR declined by 43.8% and the MMR by 47.9% relative to pre-policy levels, corresponding to an estimated 2.46-fold increase in the rate of IMR decline. These findings are consistent with, but do not independently establish, a causal policy effect, given the observational single-group design and the absence of a comparator series. Insurance coverage expanded substantially over the same period. Implementation gaps persisted in relation to out-of-pocket expenditure, which remained high. Conclusion: The Aardram Mission's implementation coincided with meaningful improvements in mortality trends, but these findings do not, on their own, establish that the policy fully resolved Kerala's UHC dimensions. Financial protection remains incomplete, implementation barriers appear to constrain service quality, and equity gaps persist. Comprehensive UHC in Kerala likely requires complementary governance and financing reforms extending beyond primary care strengthening.

Indexed as

Health EquityInfant MortalityMaternal MortalityUniversal Health InsuranceFemaleHealth ExpendituresHumansIndiaInfantInterrupted Time Series AnalysisPrimary Health CareAardram Missionfinancial protection barriershealth policy implementationimplementation gapsKeralamaternal infant mortality reductionprimary health careuniversal health coverage

Identifiers

PMID42620910
PMCPMC13485955

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.