panel severity
pnl_sevDefinition
ISO-11179 Definition
A coded classification indicating the clinical seriousness or acuity level associated with a diagnostic test panel finding in EHR and LIS systems, often aligned to risk stratification frameworks. Data engineers use this field to support case management workflows, quality reporting, and population risk segmentation in clinical analytics pipelines.
Standard Abbreviation
pnl_sev
Category
Production DDL — FACT_LAB_RESULT
CREATE OR REPLACE TABLE FACT_LAB_RESULT (
lab_rslt_key INTEGER NOT NULL -- surrogate key,
mbr_key INTEGER NOT NULL -- FK to DIM_MEMBER,
prvdr_key INTEGER NOT NULL -- FK to DIM_PROVIDER,
loinc_cd VARCHAR(10) -- LOINC code,
lab_test_nm VARCHAR(255) -- lab test name,
lab_rslt_val DECIMAL(18,4) -- result value,
lab_rslt_unit VARCHAR(20) -- result unit,
ref_range_low DECIMAL(18,4) -- reference range low,
ref_range_high DECIMAL(18,4) -- reference range high,
abnorm_ind CHAR(1) -- abnormal indicator,
crit_val_ind CHAR(1) -- critical value flag,
coll_dt DATE -- collection date,
rslt_dt DATE -- result date,
ord_prvdr_npi VARCHAR(10) -- ordering provider NPI,
load_dt TIMESTAMP_NTZ NOT NULL -- load timestamp
);
Standard Snowflake DDL for the canonical laboratory table. Convert to BigQuery or Databricks →
Why This Term Matters
Healthcare data terminology is foundational for any data engineer working in this industry. Precise understanding of standard terms enables accurate schema design, reduces downstream data quality issues, and ensures pipelines meet the regulatory and interoperability requirements imposed by HIPAA, HL7 FHIR, and CMS reporting frameworks. Without this foundation, even technically well-built pipelines produce data that fails validation when it reaches payers or regulators.
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