Evidence map›Paper›PMID 34632140›Full record

ArticleHeliyon2021

The regional and referral compliance of online healthcare systems by Indonesia National Health Insurance agency and health-seeking behavior in Indonesia.

Putu Wuri Handayani, Teguh Dartanto, Faizal Rahmanto Moeis, Ave Adriana Pinem, Fatimah Azzahro, Achmad Nizar Hidayanto, Denny, Dumilah Ayuningtyas

Open access · goldAbstract read
In one paragraph

Article in Heliyon, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
2.3field-weighted citation impact, top 10% of its field
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

8 citing papers in PubMed, 24 citations in OpenAlex.

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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

8 authors at 1 institution in 1 country.

Putu Wuri HandayaniFaculty of Computer Science, Universitas Indonesia, Indonesia.
Teguh DartantoFaculty of Economic and Business, Universitas Indonesia, Indonesia.
Faizal Rahmanto MoeisFaculty of Economic and Business, Universitas Indonesia, Indonesia.
Ave Adriana PinemFaculty of Computer Science, Universitas Indonesia, Indonesia.
Fatimah AzzahroFaculty of Computer Science, Universitas Indonesia, Indonesia.
Achmad Nizar HidayantoFaculty of Computer Science, Universitas Indonesia, Indonesia.
DennyFaculty of Computer Science, Universitas Indonesia, Indonesia.
Dumilah AyuningtyasFaculty of Public Health, Universitas Indonesia, Indonesia.
University of Indonesia · ID

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeWhether the provision of online health care referral systems by the Indonesia National Health Insurance Agency has ensured healthcare referral compliance raises much concern due to the continuing deficit. This study examines the pattern of healthcare referral process, regional and referral compliance from 2015 to 2016. To provide comprehensive analysis on how people seek treatment, this study also aims to understand health-seeking behavior in Indonesia, the utilization of alternative treatment, and health information-seeking behavior on social media.

methodThe data come from three data files, namely the National Health Insurance membership master data, the First Level Health Facilities transaction data and the Advanced Referral Health Facilities transaction data of 1,697,452 individuals. The regional compliance applies a logit regression model, while referral compliance applies descriptive statistics of the referral pathway. This study also follows a quantitative approach using an online questionnaire, with 463 respondents who have National Health Insurance which applies an ordered logit model.

resultWe found that several demographic variables and regional health facility availability affect regional compliance. Moreover, we found 19.3% of the transactions did not comply with the prescribed referral sequence. The prescribed referral sequence was mostly followed for patients with malignant diseases. We also found men who perceive that their health condition is healthy will less likely seek health services compared to women. Further, the tendency of alternative treatment increases health-seeking behavior, and the tendency of seeking health information on social media increases the frequency seeking health services.

conclusionWe recommend the prescribed referral sequence to be re-evaluated especially for patients with malignant disease; the referral process should not be based on hospital classes but on the competency of the healthcare facility which may indirectly address the deficit issue. It is imperative that the government evaluate health promotion approaches to men and women, both direct and indirect through their significant others.

Indexed as

Alternative treatmentHealth-seeking behaviorHealth servicesIndonesiaNational health insuranceReferral complianceReferralsSocial media

Identifiers

PMID34632140
PMCPMC8487026
OpenAlexW3203158479

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.