Clinical

A drug safety program required by the FDA and tracked in pharmacy, PBM, and EHR systems to manage medications with serious safety risks. REM program data includes patient enrollment, prescriber certification, and dispensing compliance records. Data engineers integrate REM data into adherence monitoring and regulatory reporting pipelines.

An FDA-required program for medications with serious safety concerns that ensures the benefits outweigh the risks through restricted distribution and patient monitoring. REMS programs require pharmacist and prescriber certification, patient enrollment, and safety monitoring documented in pharmacy compliance systems.

A systematically organized computer-processable collection of medical terms providing unique codes, descriptions, and relationships for clinical findings, diseases, procedures, and body structures. SNOMED CT is used in EHR clinical documentation, clinical decision support, and health information exchange to enable semantic interoperability.

Structured dataset attribute defining the legally and professionally authorized procedures, actions, and clinical processes a credentialed healthcare provider may perform, as defined by state licensure boards. Referenced in provider master files, credentialing systems, and claims adjudication engines to validate billing eligibility and service authorization.

START is a clinical decision support criteria set used in EHR systems to identify potentially appropriate medications for older adults, complementing the STOPP criteria. Data engineers encounter START codes in pharmacogenomics, medication management, and geriatric care management datasets within EHR and PBM platforms to support polypharmacy audits.

Drug classification code assigned in pharmacy and PBM systems to medications that reduce CNS irritability or induce sedation (e.g., benzodiazepines, barbiturates). Used in formulary management, drug utilization review, and clinical decision support rules to flag sedative prescriptions for interaction checking and dosage monitoring across EHR and claims platforms.

Pharmacological drug class code (SSRI) assigned in pharmacy benefit management and EHR medication databases to antidepressants that inhibit serotonin reabsorption (e.g., fluoxetine, sertraline). Used in drug utilization review, formulary tier assignment, and clinical decision support rules to monitor mental health treatment patterns and flag drug-drug interactions in claims and pharmacy dispensing systems.

Clinical condition code (ICD-10: A41.x) representing a life-threatening systemic response to infection, captured in EHR problem lists, hospital claims, and discharge diagnosis fields. Used by data engineers building risk stratification models, quality measure reporting pipelines (e.g., SEP-1 core measure), and readmission analytics across inpatient claims and clinical data warehouses.

Severe clinical condition code (ICD-10: R65.21) representing sepsis-induced circulatory failure, documented in EHR diagnosis fields, inpatient claims, and ICU flowsheets. Data engineers use this code in severity-of-illness scoring, risk-adjusted outcome models, CMS quality reporting pipelines, and high-cost case identification across hospital and claims data systems.

Pharmacological drug class code (SNRI) used in PBM formulary databases and EHR medication records to classify antidepressants inhibiting both serotonin and norepinephrine reuptake (e.g., venlafaxine, duloxetine). Referenced in drug utilization review, prior authorization workflows, and psychiatric treatment pattern analytics across pharmacy claims and clinical data systems.

STD refers to infections transmitted through sexual contact, documented in EHR systems using ICD-10-CM diagnosis codes. Data engineers encounter STD classifications in public health reporting datasets, claims analytics, and confidentiality-governed data partitions that restrict access under state and federal privacy regulations such as 42 CFR Part 2.

Clinical classification (STI) encompassing ICD-10 coded diagnoses for infections transmitted through sexual contact (e.g., chlamydia, gonorrhea, syphilis, HIV), captured in EHR problem lists, lab results, and public health claims data. Used by data engineers in epidemiological surveillance pipelines, quality measure reporting (e.g., HEDIS chlamydia screening), and anonymized population health analytics.

Clinical symptom code (SOB; ICD-10: R06.00) documented in EHR chief complaint fields, problem lists, and inpatient claims, representing a patient-reported or clinically observed difficulty in breathing. Used by data engineers in chronic disease management pipelines (e.g., CHF, COPD readmission models), emergency department triage analytics, and quality measure reporting across EHR and claims data warehouses.

Adverse drug reaction attribute (sd_efct) recorded in EHR allergy and intolerance modules, pharmacovigilance databases, and PBM drug utilization review systems to capture unintended clinical effects occurring alongside therapeutic drug action. Used in medication safety analytics, drug interaction flagging, FDA MedWatch reporting pipelines, and formulary optimization models across clinical and claims data platforms.

Structured prescription instruction field (Sig) in pharmacy management systems and EHR e-prescribing modules containing encoded patient directions for medication administration, including dose, route, frequency, and duration. Parsed using NCPDP SCRIPT standards in pharmacy dispensing systems and EHR medication administration records to generate patient-readable label instructions and support medication adherence analytics.

Standardized encoded value (sig_cd) used in pharmacy dispensing systems and PBM platforms to represent structured medication administration instructions in machine-readable format, typically following NCPDP or proprietary formulary coding standards. Referenced in e-prescribing workflows, prescription label generation, and medication adherence analytics pipelines to ensure consistent interpretation of dosing directions across EHR and pharmacy data systems.

Genomic data element (SNP) representing a single base-pair variation at a specific position in the genome, stored in clinical genomics databases, biobank repositories, and EHR-integrated precision medicine platforms. Used by data engineers in pharmacogenomics pipelines to link genetic variants to drug metabolism profiles, disease risk models, and population-level genotype-phenotype association analyses within clinical and research data warehouses.

SDOH represents non-clinical factors such as housing instability, food insecurity, and education level captured in EHR Z-code fields (ICD-10-CM Z55–Z65) and member enrollment data. Data engineers integrate SDOH datasets from community sources into risk stratification models and population health platforms to address care gaps and health equity analytics.

Na is the chemical symbol for sodium, a critical electrolyte measured in serum and urine laboratory panels. In EHR and laboratory information systems (LIS), sodium values are stored with LOINC codes (e.g., 2951-2) and reference ranges, and are used in clinical decision support rules, sepsis alerts, and longitudinal lab trend analytics pipelines.

SOP refers to documented, step-by-step instructions governing repeatable processes within healthcare data operations, including ETL workflows, data validation checks, and EHR interface management. Data engineers reference SOPs to ensure consistency in data ingestion, transformation, and quality assurance activities across claims, pharmacy, and enrollment data pipelines.