Related Experiment Video
Updated: Jun 18, 2026

Inverse Probability of Treatment Weighting (Propensity Score) using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Usage of the .9 codes of the ICD-10 for Japanese mortality statistics
Tadahiro Ohtsu1, Akatsuki Kokaze, Naoki Shimada
1Department of Public Health, School of Medicine, Showa University, Shinagawa-ku, Tokyo 142-8555, Japan. tohtsu@med.showa-u.ac.jp
Insights
The International Statistical Classification of Diseases and Related Health Problems, Tenth Revision (ICD-10) coding system shows significant issues in Japan. Most major causes of death are unspecified, indicating poor death certificate data quality.
Area of Science:
- Public Health
- Medical Informatics
- Biostatistics
Background:
- The International Statistical Classification of Diseases and Related Health Problems, Tenth Revision (ICD-10) is crucial for global health statistics.
- Application of the ICD-10 system, particularly its four-character subcategories, has faced scrutiny regarding data accuracy and usability.
- Previous research has highlighted potential biases and limitations in disease classification systems.
Purpose of the Study:
- To investigate structural deficits and application problems within the ICD-10 system in Japan.
- To examine mortality statistics for bias in death cause classification, focusing on the prevalence of unspecified codes (.9).
- To assess the quality of death certificate data and its impact on mortality statistics.
Main Methods:
- Analysis of mortality statistics in Japan from 1995 to 2007.
- Examination of death cause proportions classified using ICD-10 four-character subcategories.
- Specific focus on the distribution of cases coded under .9 (unspecified) subcategories for major causes of death.
Main Results:
- A significant proportion of deaths attributed to major causes were classified under unspecified (.9) ICD-10 subcategories.
- For instance, 97.6% of deaths classified as acute myocardial infarction (I21) were coded as unspecified (I21.9).
- This pattern suggests poor data quality on many death certificates.
Conclusions:
- The current application of ICD-10 fourth-digit subcategories in Japan may not accurately represent mortality data and actual causes of death.
- Future research should aim to reduce discrepancies between ICD terms and clinical practice.
- Physician education on accurate death cause recording is essential for improving mortality statistics.
Abstract:
The structural deficits and problems associated with application of the International Statistical Classification of Diseases and Related Health Problems, Tenth Revision (ICD-10) were investigated. For this purpose, mortality statistics in Japan were examined for bias in the proportions of death causes classified using the ICD-10 four-character subcategory system, particularly the large distribution of cases classified under the .9 (unspecified) codes. The results showed that most deaths due to the 3 major causes were coded into the .9 subcategories. For example, 97.6% of the 607,065 deaths between 1995 and 2007 classified as I21 (acute myocardial infarction) were coded as I21.9 (acute myocardial infarction, unspecified). This suggests that the quality of the data recorded on many death certificates is poor. Thus, to ensure that the fourth-digit-level subcategories of the ICD-10 code system are effectively used to represent mortality data and actual causes of death in Japan, future studies should address the following objectives:(1) to minimize the discrepancy between the ICD classification terms and the names of diseases actually used in clinical practice, and (2) to actively raise awareness among physicians about the need to accurately record death causes on death certificates, since these records form the basis for determining mortality statistics in Japan.
Related Concept Videos
Statistical Methods for Analyzing Epidemiological Data
Classification of Illness
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe and...
Life Tables
Actuarial Approach
Consider the example of a high-risk surgical procedure with significant early-stage mortality. A two-year clinical study is conducted,...
Diagnostic and Statistical Manual of Mental Disorders (DSM)
Prevalence and Incidence
Prevalence indicates the proportion of individuals in a population who have a specific disease or health condition at a...
