Analysis of the Factors Influencing the Coding Quality in East Java Hospital of Indonesia: Diabetes Mellitus as A Case Study

Code precision has received significant attention due to the increased utilization of encoded procedural data. Coding errors have been documented in multiple research investigations. This study aims to assess the variables that affect coding quality. The prevalence of diabetes has increased substantially in the past two decades and is a significant cause of morbidity and mortality. Method: This study was conducted in 2 hospitals in East Java, Indonesia, that were selected through simple random sampling from a population of hospitals meeting the predefined inclusion criteria. The bed capacities of these hospitals are 211, with details of 62 and 149, respectively, for the specialised ones. The sample in this study was 60 medical record files taken randomly in 2022 in the case of diabetes mellitus. The result showed coding quality testing uses six elements: reliability, accuracy, relevancy, timeliness, completeness, and legibility. Data analysis was carried out analytically using the Fisher Exact test. The results of the study from 60 samples showed that four elements were significant out of a total of 6 aspects of coding quality elements. The four essential elements consisted of Accuracy (p=0.001), Reliability (p=0.001), Completeness (p=0.046), and Legibility (p=0.046). Reliability elements also impact coding accuracy or vice versa (p=0.001); Completeness also affects Legibility and vice versa (p=0.046). The odds ratio value of each component shows that Reliability and Accuracy are 8.782, which means that Reliability can increase Accuracy 8 times and vice versa. Meanwhile, completeness and legibility are at 3.818, which means completeness also increases legibility by three times and vice versa. The Hospitals should consider four significant coding quality elements, including completeness, accuracy, reliability, and legibility, for use in coding audits. Timeliness and Relevance were insignificant.

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Publication Details

Journal
Window of Health Jurnal Kesehatan
Published
2025-04-29
DOI
https://doi.org/10.33096/woh.v8i2.1702
Primary Topic
Medical Coding and Health Information
Type
article
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article

Analysis of the Factors Influencing the Coding Quality in East Java Hospital of Indonesia: Diabetes Mellitus as A Case Study

Roy Rillera Marzo, Kori Puspita Ningsih, Lily Widjaja, Umi Khoirun Nisak et al.
Window of Health Jurnal Kesehatan
Medical Coding and Health Information
article

Analysis of the Factors Influencing the Coding Quality in East Java Hospital of Indonesia: Diabetes Mellitus as A Case Study

Roy Rillera Marzo, Kori Puspita Ningsih, Lily Widjaja, Umi Khoirun Nisak, Siswati Siswati, Hosizah Markam
article en

Abstract

Code precision has received significant attention due to the increased utilization of encoded procedural data. Coding errors have been documented in multiple research investigations. This study aims to assess the variables that affect coding quality. The prevalence of diabetes has increased substantially in the past two decades and is a significant cause of morbidity and mortality. Method: This study was conducted in 2 hospitals in East Java, Indonesia, that were selected through simple random sampling from a population of hospitals meeting the predefined inclusion criteria. The bed capacities of these hospitals are 211, with details of 62 and 149, respectively, for the specialised ones. The sample in this study was 60 medical record files taken randomly in 2022 in the case of diabetes mellitus. The result showed coding quality testing uses six elements: reliability, accuracy, relevancy, timeliness, completeness, and legibility. Data analysis was carried out analytically using the Fisher Exact test. The results of the study from 60 samples showed that four elements were significant out of a total of 6 aspects of coding quality elements. The four essential elements consisted of Accuracy (p=0.001), Reliability (p=0.001), Completeness (p=0.046), and Legibility (p=0.046). Reliability elements also impact coding accuracy or vice versa (p=0.001); Completeness also affects Legibility and vice versa (p=0.046). The odds ratio value of each component shows that Reliability and Accuracy are 8.782, which means that Reliability can increase Accuracy 8 times and vice versa. Meanwhile, completeness and legibility are at 3.818, which means completeness also increases legibility by three times and vice versa. The Hospitals should consider four significant coding quality elements, including completeness, accuracy, reliability, and legibility, for use in coding audits. Timeliness and Relevance were insignificant.

Window of Health Jurnal Kesehatan
Curtin University Sarawak (MY), Universitas Esa Unggul (ID), Universitas Muhammadiyah Sidoarjo (ID), Universitas Jenderal Achmad Yani (ID)
Openalex Percentile: Top 90%
Medical Coding and Health Information
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