Automated ICD Coding of Primary Diagnosis Based on Machine Learning
1 other identifier
observational
74,880
1 country
1
Brief Summary
This study aims to develop and validate machine learning model in ICD-10 coding of primary diagnosis related to cardiovascular diseases in Chinese corpus.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Mar 2021
Shorter than P25 for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
Study Start
First participant enrolled
March 1, 2021
CompletedFirst Submitted
Initial submission to the registry
March 23, 2021
CompletedFirst Posted
Study publicly available on registry
March 26, 2021
CompletedPrimary Completion
Last participant's last visit for primary outcome
April 1, 2021
CompletedStudy Completion
Last participant's last visit for all outcomes
April 1, 2021
CompletedMarch 26, 2021
March 1, 2021
1 month
March 23, 2021
March 24, 2021
Conditions
Outcome Measures
Primary Outcomes (1)
ICD code of primary diagnosis
Each admission will be a sample in this study. The ICD code of primary diagnosis assigned by medical coders for each admission will be collected as the primary outcome.
At the end of enrollment
Study Arms (1)
Model training and test group
Data set will be split into training group and test group, where training group will be used for model building, and test group for subsequent evaluation and verification.
Interventions
Eligibility Criteria
Admissions in Fuwai Hospital
You may qualify if:
- Admissions in Fuwai Hospital, from January 1, 2019, to December 31, 2020
You may not qualify if:
- Admissions stayed in nephrology department, Fuwai Hospital
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Fuwai Hospital
Beijing, China
MeSH Terms
Conditions
Study Officials
- PRINCIPAL INVESTIGATOR
Wei Zhao, PhD
China National Center for Cardiovascular Diseases
Study Design
- Study Type
- observational
- Observational Model
- OTHER
- Time Perspective
- RETROSPECTIVE
- Sponsor Type
- OTHER GOV
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
March 23, 2021
First Posted
March 26, 2021
Study Start
March 1, 2021
Primary Completion
April 1, 2021
Study Completion
April 1, 2021
Last Updated
March 26, 2021
Record last verified: 2021-03
Data Sharing
- IPD Sharing
- Will not share