ESC
KNOWLEDGE HUB

Resources & FAQ.

Original technical perspectives on clinical signal intelligence, audit automation, and detailed answers to technical and operational questions.

EDITORIAL PUBLICATIONS

Clinical Intelligence Topics

Deep dives authored by the Acuro engineering and clinical workflow team.

CLINICAL DOCUMENTATION

The Geometry of Negation in EHR Narratives

Why simple keyword extractors fail on "patient denies chest pain" and how dependency trees prevent false-positive diagnostic coding.

Category: NLP Entity Resolution
CODING INTELLIGENCE

Temporal Status: Historical vs Active Diagnoses

A rigorous examination of why past medical history is frequently miscoded as active emergency acuity and how pre-bill audit filters prevent compliance liability.

Category: Coding Compliance
REVENUE CYCLE

Pre-Bill Prioritization vs Random Sampling

Moving health systems away from random 5% audit sampling toward an intelligent 100% triage model that surfaces high-risk encounters.

Category: RCM Strategy
FREQUENTLY ASKED QUESTIONS

Technical & Architectural FAQ

Everything you need to know about AcuroIndia's engine, security boundaries, and workflow integration.

01. Does AcuroIndia replace medical coders or physicians?

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No. AcuroIndia operates strictly as an intelligent prioritization and evidence-linking layer. The AI discovers potential mismatches and links them to source text; qualified human coding specialists and clinical reviewers make the final decision.

02. How does the engine distinguish historical conditions from active diagnoses?

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The Context Engine parses syntactic dependencies, document section headers (e.g. "Past Medical History" vs "Assessment & Plan"), temporal dates, and therapeutic management verbs to verify whether a condition was actively treated during the encounter.

03. How does negation handling work in practice?

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When a patient note states "denies chest pain" or "no acute distress", the engine identifies the negation modifier and tags the clinical finding as negative evidence, preventing accidental assignment of symptom codes like ICD-10 R07.9.

04. What EHR data formats does AcuroIndia support?

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Acuro supports HL7 FHIR encounter bundles, HL7 v2 CDA documents, and custom JSON/REST interfaces for unstructured clinical notes and pre-bill billing batches.

05. Does AcuroIndia automatically submit claims to payers?

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No. Acuro operates exclusively as a pre-bill audit engine. Final claim release remains under the direct control of your billing and clearinghouse systems.

06. How is patient data isolated between tenants?

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Each healthcare organization operates within strict memory and data boundary isolation. Processing is stateless, and customer data is never co-mingled or used for cross-tenant inference.

07. Can custom audit rules and payer policies be configured?

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Yes. Beyond standard NCCI, LCD/NCD, and clinical coding guidelines, organizations can configure custom rules tailored to specific commercial payer contracts and regional coverage requirements.

08. How does the live demo work on this website?

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The interactive demo runs entirely in your browser using deterministic synthetic clinical notes and pre-configured scenarios. No real patient data is transmitted or processed.

09. How are audit findings audited by compliance teams?

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Every flag includes the triggered rule ID, confidence score, source sentence span in the note, and an immutable log of the human reviewer's accept/dismiss decision.

10. How long does an initial pilot evaluation take?

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Pilot scopes typically run over a 4 to 6-week window on a retrospective or shadowed batch of encounters to establish baseline precision and discrepancy capture rates.

11. What is the difference between Acuro and generic healthcare NLP tools?

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Generic NLP models merely extract named entities. AcuroIndia is an end-to-end audit engine that cross-references extracted entities against assigned pre-bill billing codes, evaluates audit rules, calculates risk, and provides a bidirectional evidence workbench.

12. Who can I contact for commercial or technical evaluation?

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You can reach our enterprise evaluation team directly at sales@acuroindia.com or use the contact form on our website.