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Ruchir Ganatra

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#federated learning Open access Sep 2026

AI in Predictive Healthcare II: A Ten-Domain Structured Evidence Review of Wearable Artificial Intelligence, 2024–2026

This expanded edition re-evaluates and extends a prior structured evidence review of artificial intelligence (AI) in wearable predictive healthcare. Where the original review verified evidence across four domains — atrial fibrillation, continuous glucose monitoring, federated learning and human digital twins — this edition adds six further domains: Parkinson's disease, cognitive impairment and dementia, epilepsy, obstructive sleep apnea, depression and stress, chronic obstructive pulmonary disease, and geriatric frailty. All sixty cited sources are independently verifiable by DOI, PMID/PMCID, ClinicalTrials.gov registration, or an authoritative regulatory source. A companion interactive dashboard is available at https://ai-predictive-healthcare-dashboard.vercel.app/

Ruchir Ganatra · 0 citations
#federated learning Open access Sep 2026

AI in Predictive Healthcare II: A Ten-Domain Structured Evidence Review of Wearable Artificial Intelligence, 2024–2026

This expanded edition re-evaluates and extends a prior structured evidence review of artificial intelligence (AI) in wearable predictive healthcare. Where the original review verified evidence across four domains — atrial fibrillation, continuous glucose monitoring, federated learning and human digital twins — this edition adds six further domains: Parkinson's disease, cognitive impairment and dementia, epilepsy, obstructive sleep apnea, depression and stress, chronic obstructive pulmonary disease, and geriatric frailty. All sixty cited sources are independently verifiable by DOI, PMID/PMCID, ClinicalTrials.gov registration, or an authoritative regulatory source. A companion interactive dashboard is available at https://ai-predictive-healthcare-dashboard.vercel.app/

Ruchir Ganatra · 0 citations

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