Evidence map›Paper›PMID 34491464›Full record

ArticleInternational journal of health economics and management2022

The sensitivity of hospital coding to prices: evidence from Indonesia.

Martin Chalkley, Budi Hidayat, Royasia Viki Ramadani, María José Aragón

Abstract read
In one paragraph

Article in International journal of health economics and management, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

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

7 citing papers in PubMed.

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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

4 authors.

Martin ChalkleyCentre for Health Economics, University of York, York, UK.ORCID http://orcid.org/0000-0002-1091-8259
Budi HidayatCenter for Health Economics and Policy Studies (CHEPS), Faculty of Public Health, Universitas Indonesia, Kota Depok, Indonesia.
Royasia Viki RamadaniCenter for Health Economics and Policy Studies (CHEPS), Faculty of Public Health, Universitas Indonesia, Kota Depok, Indonesia.ORCID http://orcid.org/0000-0002-3295-3899
María José AragónCentre for Health Economics, University of York, York, UK. mjma504@york.ac.uk.ORCID http://orcid.org/0000-0002-3787-6220

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study examines a newly introduced DRG system in Indonesia. We use secondary data for 2015 and 2017 from Jaminan Kesehatan Nasional (JKN), a patient level dataset for Indonesia created in 2014 to record public and private hospitals' claims to the national health insurance system to investigate whether there is an association between changes in tariffs paid and the severity of inpatient activity recorded in hospitals. We find a consistent small, positive and statistically significant correlation between changes in tariffs and changes in concentration of activity, indicating discretionary but limited coding behaviour by hospitals. The results indicate that reducing price differentials may mitigate discretionary coding, but that the benefits of this are limited and need to be compared to the potential risk of having to rebase all prices upwards.

Indexed as

HospitalsNational Health ProgramsHumansIndonesiaSalaries and Fringe BenefitsClinical codingDiagnosis-related groupsHealthIndonesiaInsuranceProspective payment system

Identifiers

PMID34491464
PMCPMC9090886

What OpenQuestion holds

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Registered trials

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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.