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Healthcare Data Dictionary for the Modern Data Stack
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Domain

Operations

Scheduling, facilities, departments, workflows, and staff

6,492 operations terms

Method Codemethod_cd

A coded value in laboratory and EHR systems identifying the analytical technique used to produce a test result, such as chromatography, immunoassay, or culture. Stored in LIS and HL7 OBX segments, method codes affect result interpretation, reference ranges, and interoperability across diagnostic and clinical data platforms.

MilliunitmU

A unit of measure equal to one-thousandth of a standard unit, used in pharmacy and lab systems to quantify hormone levels, enzyme activity, or medication dosing. Appears in EHR medication order and lab result fields where precise low-dose measurement is required.

Minimum Effective ConcentrationMEC

The lowest plasma drug concentration that produces a measurable therapeutic effect, used in clinical pharmacology and EHR dosing decision support systems. Pharmacy and PBM platforms reference MEC thresholds to validate dosing regimens and support therapeutic drug monitoring workflows.

Modified Adjusted Gross IncomeMAGI

An IRS-defined income calculation used by health insurance marketplaces and Medicaid eligibility systems to determine subsidy qualification and cost-sharing reduction levels. Member enrollment platforms and state Medicaid systems use MAGI data to determine premium tax credit amounts and enrollment eligibility tiers.

Monetary Amount Qualifieramt_qual

A standardized code in HIPAA X12 claims transactions that identifies the type of dollar amount reported in an associated monetary field, such as AU for coverage limit or D8 for deductible amounts. Used by claims adjudication and EDI systems to correctly classify financial data elements within 837 and 835 transaction sets.

National Institute for Occupational Safety and HealthNIOSH

A federal agency that establishes guidelines for safe handling of hazardous drugs in healthcare settings, including the NIOSH hazardous drug list used by pharmacy and EHR systems. Pharmacy platforms reference NIOSH classifications to enforce safe handling protocols, staff exposure controls, and compliance documentation for hazardous drug preparation and dispensing workflows.

National Institute of Standards and TechnologyNIST

A U.S. federal agency that develops measurement standards and cybersecurity frameworks referenced in healthcare data systems. NIST guidelines, particularly the NIST Cybersecurity Framework and SP 800-series, are used by health IT teams to govern data security, encryption standards, and HIPAA-compliant infrastructure design.

National Institutes of HealthNIH

The primary U.S. federal biomedical research agency whose clinical trial registries, grant databases, and genomic repositories are integrated into EHR, research informatics, and population health platforms. NIH identifiers and datasets are referenced in clinical research modules, IRB workflows, and interoperability standards.

Neonatal Intensive Care UnitNICU

A specialized inpatient care unit for critically ill newborns, identified in EHR, claims, and facility systems using specific revenue codes, DRG groupings, and place-of-service codes. NICU encounters drive distinct billing rules, acuity levels, and quality metrics tracked in hospital and payer data warehouses.

Non-ConformanceNC

A documented deviation from a defined standard, process, or specification in healthcare data quality, pharmacy, or clinical operations systems. Non-conformances are logged in quality management platforms to trigger corrective action workflows, root cause analysis, and regulatory reporting for accreditation and compliance purposes.

Notified BodyNB

A regulatory designation identifying a third-party organization authorized to assess conformity of medical devices with applicable standards such as EU MDR or IVDR. Referenced in medical device registration datasets, supply chain systems, and compliance tracking platforms used by healthcare procurement and regulatory affairs teams.

Observation Unitobs_unit_meas

The standardized unit of measure (e.g., mg/dL, mmol/L, bpm, kg) linked to a numeric clinical observation in EHR and lab systems. Data engineers use this field to validate, normalize, and convert values during ingestion, ensuring interoperability across systems such as HL7 FHIR, OMOP CDM, and clinical data warehouses.

Occupational Safety and Health AdministrationOSHA

Federal agency enforcing workplace safety standards, relevant in healthcare data systems for tracking employee injury records, exposure logs, and compliance reporting within EHR and HR systems at provider organizations.

Office for Civil RightsOCR

HHS division enforcing HIPAA Privacy and Security Rules. Healthcare data systems must maintain audit trails, breach notification records, and access logs to support OCR investigations and compliance reporting across EHR and claims platforms.

Operating RoomOR

A designated surgical facility unit whose data, including procedure codes, surgeon identifiers, anesthesia times, and supply costs, is captured in EHR surgical systems and claims. OR encounter data drives surgical case costing, utilization reporting, and revenue cycle workflows across hospital data platforms.

Operational QualificationOQ

A validation process confirming that a healthcare data system, instrument, or software application operates consistently within defined parameters under normal conditions. OQ is a required GxP compliance step in regulated healthcare environments, including pharmacy, laboratory, and clinical trial data management systems, documented to satisfy FDA and audit requirements.

Overrideovrd

A manual or system-generated bypass of a pharmacy or medical claims adjudication edit, documented in PBM and claims processing systems with reason codes and authorizing user IDs. Override records are audited for compliance, tracked in transaction logs, and used to evaluate DUR alert suppression rates across drug utilization systems.

Pediatric Intensive Care UnitPICU

Specialized inpatient unit providing critical care to children, represented in EHR, claims, and facility billing systems through distinct revenue codes and DRGs. PICU encounter data drives acuity scoring, length-of-stay analytics, and pediatric quality reporting in healthcare data platforms.

Post MeridiemPM

Time designation indicating hours from noon to midnight, used in healthcare data systems for timestamping clinical events, medication administration, appointment scheduling, and EHR audit logs. Accurate PM notation is critical for sequencing care events and ensuring patient safety in time-sensitive workflows.

Post-Anesthesia Care UnitPACU

The recovery area where patients are monitored immediately after surgical anesthesia, captured in EHR and facility billing systems via specific revenue codes and procedure codes. PACU duration and vital sign data support anesthesia billing, quality reporting, and surgical outcome analytics.

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