Respiratory Health Initiative转发了
What if you could look into the future and identify disease risk ?? ?????????? ???????????? ???????????????? ??????????????????? How would early intervention change if we could stratify patients by their timeline to disease onset years before symptoms? How much lower could we push the actual disease burden? ?? ?????? ???????????????? ???????? ?????? ?????????????????? ??????????: Source: https://lnkd.in/eyd_WV83 ??DeepSpiro achieved superior COPD detection performance with an? ?????AUC of 0.8328, outperforming the baseline ResNet18 model while using ? ? fewer parameters. ??The study successfully predicted future COPD risk with prediction? ? ? horizons of 1 to 5+ years by analysing key patch concavity patterns in ? ? spirogram data, demonstrating statistically significant discrimination ? ? between high and low-risk groups. ??Volume-Flow curve analysis revealed that COPD patients exhibit ? ? ? early-phase airway collapse (PEF~FEF25), whereas healthy individuals ? ? ? typically show collapse only in late phases (FEF75+), providing a ? ? ? physiological basis for early disease prediction. It is still early days, but the model demonstrated consistent performance across demographic subgroups (sex, age, smoking status), with particularly strong predictive power for smokers and elderly patients, aligning with known clinical risk factors. Work remains to make the AI decision process transparent to clinicians (Possibly with the use of AXI) and on how to increase clinical adoption. ?????? ?????????? ???????????????? ?????? ?????????? ???????? ?????? ???????? ???? ?????? ?????????????? ?????????????????? ?????????? ???????????? ???? ???????????????? ?????? ???????? ???? ?? ?????????????? ?????????? ???????????? ??????????. Follow the Respiratory Health Initiative for similar stories Copenhagen Institute for Futures Studies