Research on the Primary Factors Influencing the Quality of Clinical Coding Under DRG Payment Systems: A Survey Research.

Yinghong Fu, Guangying Gao, Huiying Xing, Shanshan Dai, Xinyu Cai, Jiashuai Tian

Abstract read

In one paragraph

Article in Healthcare (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it

0cells of the map it votes in

2citing 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

2 citing papers in PubMed.

Diagnostic coding combination patterns, CHS-DRG severity stratification, and hospitalization expenditure in pneumonia with coexisting hypertension or diabetes mellitus: a single-center cautionary case study of definitional circularity.BMC health services research · 2026
Article
Artificial intelligence-assisted medical coding and DRG management: current applications, challenges, and future perspectives.Frontiers in medicine · 2026
Review

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

6 authors.

Yinghong FuSchool of Public Health, Capital Medical University, No. 10 Xitoutiao, Fengtai District, Beijing 100069, China.ORCID 0009-0008-1765-017X

Guangying GaoSchool of Public Health, Capital Medical University, No. 10 Xitoutiao, Fengtai District, Beijing 100069, China.

Huiying XingYanjing Medical College, Capital Medical University, No. 4 Dandong Road, Shunyi District, Beijing 101300, China.

Shanshan DaiSchool of Public Health, Capital Medical University, No. 10 Xitoutiao, Fengtai District, Beijing 100069, China.

Xinyu CaiSchool of Public Health, Capital Medical University, No. 10 Xitoutiao, Fengtai District, Beijing 100069, China.

Jiashuai TianSchool of Public Health, Capital Medical University, No. 10 Xitoutiao, Fengtai District, Beijing 100069, China.

Funding

Capital Health Management and Policy Research Base Open Subject Project 2023JD06

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

clinical codingdiagnosis-related groupsinfluencing factorsmedical records

Identifiers

PMID40281798

DOI10.3390/healthcare13080849

PMCPMC12026963

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.