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sample quantity

smpl_qty
clinical·Updated Jun 23, 2026

Definition

ISO-11179 Definition

Measured volume, mass, or unit count of a collected biological specimen, such as milliliters of blood or grams of tissue. Used in laboratory information systems to verify specimen adequacy for ordered tests, manage aliquoting, and flag insufficient sample volumes before processing begins.

Standard Abbreviation

smpl_qty

Category

clinical

Production DDL — FACT_CLINICAL_EVENT

FACT_CLINICAL_EVENT.sql
CREATE OR REPLACE TABLE FACT_CLINICAL_EVENT (
    clin_evt_key  INTEGER        NOT NULL  -- surrogate key,
    mbr_key       INTEGER        NOT NULL  -- FK to DIM_MEMBER,
    prvdr_key     INTEGER        NOT NULL  -- FK to DIM_PROVIDER,
    diag_cd       VARCHAR(10)              -- ICD-10 diagnosis code,
    hcc_cd        VARCHAR(10)              -- HCC category code,
    proc_cd       VARCHAR(10)              -- procedure code,
    svc_dt        DATE                     -- service date,
    pos_cd        VARCHAR(2)               -- place of service,
    raf_scr       DECIMAL(10,3)            -- RAF score,
    admit_dt      DATE                     -- admission date,
    dsch_dt       DATE                     -- discharge date,
    drg_cd        VARCHAR(10)              -- DRG code,
    los_days      SMALLINT                 -- length of stay,
    readmt_ind    CHAR(1)                  -- readmission indicator,
    load_dt       TIMESTAMP_NTZ  NOT NULL  -- load timestamp
);

Standard Snowflake DDL for the canonical clinical table. Convert to BigQuery or Databricks →

Why This Term Matters

Clinical terms are the building blocks of risk adjustment, quality measurement, and value-based care analytics. A data engineer who understands this terminology can design schemas that correctly capture patient conditions, procedures, and encounters — enabling accurate HCC scoring, HEDIS measure attribution, and CMS reporting. Misclassifying clinical fields in a data warehouse cascades into incorrect RAF scores and failed regulatory submissions.

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