✅ Open ECG datasets
✅ Open Echo datasets + models
✅ Foundation model weights (Hugging Face)
Follow @CardioTechx for more 60-sec cardiology tech. 🔁
#CardioTwitter #MedTwitter #Cardiology #ECG #Echocardiography #DigitalHealth
✅ Open ECG datasets
✅ Open Echo datasets + models
✅ Foundation model weights (Hugging Face)
Follow @CardioTechx for more 60-sec cardiology tech. 🔁
#CardioTwitter #MedTwitter #Cardiology #ECG #Echocardiography #DigitalHealth
In 6,741 pts, AI-ECG grades 0–3 tracked:
↑NT-proBNP (129→763 pg/mL)
↑PAWP (11→16 mmHg)
Higher mortality (grade 3 vs 0 HR 1.63)
Scalable triage…pending prospective multicenter validation.
In 6,741 pts, AI-ECG grades 0–3 tracked:
↑NT-proBNP (129→763 pg/mL)
↑PAWP (11→16 mmHg)
Higher mortality (grade 3 vs 0 HR 1.63)
Scalable triage…pending prospective multicenter validation.
How do you think this change will affect healthcare?
How do you think this change will affect healthcare?
✅ 2-stage pipeline: EHR gate (90% sensitivity) ➝ AI-ECG
📈 Temporal validation (n=5,198): median F1 +0.25 (0.09–0.75)
📉 False positives −303 across 26 SHD labels
🌍 External: UKB (n=33,518) FP −819; MIMIC-IV (n=3,628) FP −255
✅ 2-stage pipeline: EHR gate (90% sensitivity) ➝ AI-ECG
📈 Temporal validation (n=5,198): median F1 +0.25 (0.09–0.75)
📉 False positives −303 across 26 SHD labels
🌍 External: UKB (n=33,518) FP −819; MIMIC-IV (n=3,628) FP −255