Factors Affecting the Accuracy of Clinical Coding in the Casemix System in a Teaching Hospital: Cross-Sectional Study
Amirah Azzeri, Wan Mastura Wan Musaludin, Hafiz Jaafar, Nurnabihah MD Hafidz, Azimatun Noor Aizuddin, Matthew Balcarras · 2026
Read Factors Affecting the Accuracy of Clinical Coding in the Casemix System in a Teaching Hospital: Cross-Sectional Study by Amirah Azzeri, Wan Mastura Wan Musaludin, Hafiz Jaafar, Nurnabihah MD Hafidz, Azimatun Noor Aizuddin, Matthew Balcarras (2026) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/pmc-13585303.txt.
Description
Azzeri and five co-authors study clinical coding accuracy in a teaching hospital, in work from twenty twenty-six. In a casemix payment system, codes decide how resources are allocated and how policy is planned. Inaccurate coding can cause significant financial losses and unreliable data.
The cross sectional study evaluated coding accuracy and hunted for factors linked to it in Malaysia, where the issue has rarely been explored. Coder training, documentation quality, and workload are typical suspects. Findings can guide audits and training that protect both hospital income and the national health data that coding feeds.
Catalog record
| CREATOR | Amirah Azzeri, Wan Mastura Wan Musaludin, Hafiz Jaafar, Nurnabihah MD Hafidz, Azimatun Noor Aizuddin, Matthew Balcarras |
|---|---|
| YEAR | 2026 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 34 KB |
| VERSION | 1.0 |
| LICENSE | CC BY 4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |