yudaleng/COPD-Early-Prediction
Code repository for the paper “Deep Learning for Detecting and Early Predicting Chronic Obstructive Pulmonary Disease from Spirogram Time Series”
This tool helps medical researchers and clinicians analyze spirometry data (volume-flow curves) to detect Chronic Obstructive Pulmonary Disease (COPD) and predict future risk. It takes raw spirogram time series along with patient age, sex, and smoking status as input, and outputs a prediction of current COPD status and long-term risk (up to 5 years). This is designed for practitioners working with lung health data to identify individuals needing early intervention.
No commits in the last 6 months.
Use this if you need to go beyond traditional diagnostic methods for COPD and want to leverage deep learning to uncover subtle patterns in spirogram data for early detection and future risk prediction.
Not ideal if you require a pre-packaged clinical diagnostic tool or do not have access to detailed spirometry time-series data and basic patient demographic information.
Stars
15
Forks
1
Language
Python
License
—
Category
Last pushed
Jul 20, 2025
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/ml-frameworks/yudaleng/COPD-Early-Prediction"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
lisphilar/covid19-sir
CovsirPhy: Python library for COVID-19 analysis with phase-dependent SIR-derived ODE models.
iiscleap/Coswara-Data
Data repository of Project Coswara
hollobit/COVID-19-AI
Collection of AI resources to fight against Coronavirus (COVID-19)
CSSEGISandData/COVID-19_Unified-Dataset
Unified COVID-19 Dataset
madhurimarawat/Predictioneer
Predictive modeling for Ebola outbreaks to forecast cases, deaths, and fatality ratios using...