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Kunal Vora

Healthcare Machine Learning Lead

3 articles for HealUDoc

Kunal Vora is a Healthcare Machine Learning Lead writing for HealUDoc on ai & automation. They have contributed 3 articles to the HealUDoc library.

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Articles by Kunal Vora

Automating the Portal-Bound Parts of the Hospital Revenue CycleAI & Automation

Automating the Portal-Bound Parts of the Hospital Revenue Cycle

Indian revenue cycle work is unusually automatable because so much of it is repetitive interaction with payer portals. Where bots genuinely help, where a rules engine is better, and why the fragile part is never the automation itself.

KV

Kunal Vora

Jun 15, 2026 · 10 min read

Predicting Length of Stay from the Data an HMS Actually HoldsAI & Automation

Predicting Length of Stay from the Data an HMS Actually Holds

Published length-of-stay models assume rich structured records. Indian hospital systems hold less. Which features are genuinely available, how to define the label, and how to deploy a prediction into bed management without anyone trusting it too much.

KV

Kunal Vora

Jun 1, 2026 · 11 min read

Algorithm Change Protocols for Clinical AI: What to DemandAI & Automation

Algorithm Change Protocols for Clinical AI: What to Demand

Vendors retrain models behind the same version number, so the tool validated in March may not be the one running in September. Here is the change taxonomy, version logging, shadow revalidation and the contract clauses to insist on.

KV

Kunal Vora

Mar 23, 2026 · 10 min read

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