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Question	What quantitative evidence (e.g., latency, throughput, scalability, or cost metrics) demonstrates that the proposed edge/fog + Apache Beam architecture outperforms a cloud-only or edge/fog-only baseline in realistic smart healthcare workloads?
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ICACT20260049 Question.1 Questioner: mrajhans@paloaltonetworks.com 2026-02-11 오전 7:22:48	ICACT20260049 Answer.1 Answer by Auhor rkhiati@torontomu.ca 2026-02-11 오전 7:22:48 Chrome Click!!
What quantitative evidence (e.g., latency, throughput, scalability, or cost metrics) demonstrates that the proposed edge/fog + Apache Beam architecture outperforms a cloud-only or edge/fog-only baseline in realistic smart healthcare workloads?
ICACT20260049 Question.2 Questioner: qga0809@chungbuk.ac.kr 2026-02-09 오후 12:53:44	ICACT20260049 Answer.2 Answer by Auhor rkhiati@torontomu.ca 2026-02-09 오후 12:53:44 Chrome Click!!
In your methodology, you mentioned transitioning from Apache Flink to Apache Beam due to Flinks limitations in API communication and parallelization across edge nodes. How does the portability of Apache Beam specifically address the bottleneck issues you encountered, and what impact does this change have on the real-time processing of deadline-sensitive healthcare data?
ICACT20260049 Question.3 Questioner: arjunvirvashisht@gmail.com 2026-02-10 오전 12:49:39	ICACT20260049 Answer.3 Answer by Auhor rkhiati@torontomu.ca 2026-02-10 오전 12:49:39 Chrome Click!!
Do you plan to integrate machine learning models for predictive healthcare alerts in the next version?