Regulatory MRF Compliance & Advisory Infrastructure

The remediation engine detected 0 rows with stale or missing last_updated_on dates (older than 365 days or blank). All were automatically refreshed to today's date — a required CMS field that triggers fines of up to $5,500/day when stale.

CMS mandates that hospitals publish standard charge files adhering strictly to the <ein>_<hospital_name>_standardcharges.csv naming convention. The engine auto-detects hospital identifiers, normalizes special characters, and registers the compliant filename.

The CMS MRF 2.0 schema mandates 13 specific columns. To prevent federal crawler validation errors, the engine automatically detects missing structures and scaffolds them with proper placeholder values.

Federal inspectors require strict schema keys (e.g. standard_charge | gross). The mapping engine aligned your messy raw headers to the compliant schema format automatically.

The remediation engine scans for duplicate records matching on billing code, plan name, and payer name. Standard charge rows matching duplicate entries are pruned to ensure a clean, unique attestation file.

Severe data anomalies or pricing omissions that cannot be auto-remediated are flagged for human review. These rows must be verified and completed to achieve 100% compliant attestation.

Sentinel's Semantic Code Engine reads raw service descriptions in your file (e.g. "LVL 3 OFFICE VISIT - N/EST") and auto-assigns the correct CMS billing code (e.g. CPT 99213) using a proprietary confidence-gated classification model — only assigning codes at ≥99.9% certainty to prevent incorrect auto-fills. Descriptions that fall below the gate are surfaced in the interactive workspace below for verification.

The table below logs how the TextPreprocessor expanded clinical shorthand (e.g. "XR"➔"X-Ray"), stripped proprietary billing inventory codes, and normalized service descriptions into patient-friendly terminology under CMS Price Transparency guidelines.

How each missing/zero price was resolved. Chargemaster rates are exact. Estimated rates were borrowed from another charge column in the same row — please review or edit them before relying on them. Manual rows have no source and need your input.

While the auto-remediation engine has resolved format structure, normalizations, and injected matching Reference Chargemaster rates, some required items could not be auto-fixed (e.g. missing metadata or custom billing codes not in the reference database). To achieve 100% CMS compliance and completely eliminate regulatory penalty risk, complete these items using the generated action-required checklist.