Skip to main content

Table 2 Conceptual framework domains, constructs, and example variables

From: Deprescribing research in nursing home residents using routinely collected healthcare data: a conceptual framework

Framework level

Domain

Constructs

Examples of variables as operationalized in reviewed studies

Intrapersonal

Patient Sociodemographic Characteristics

Age

- Age

Sex or gender

Sex or gender

Race/ethnicity

Race/ethnicity

Socioeconomic status

- Income

- Education level

- Medicaid eligibility

Index1 condition attributes

Severity or complexity

- Diabetic eye disease (hypoglycemic agents)

- Cardiovascular risk factors (aspirin, antihypertensives)

- Congestive heart failure (antihypertensives)

- Renal failure (antihypertensives)

Current treatment or treatment target

- Baseline HbA1c control (hypoglycemic agents)

- Baseline blood pressure (antihypertensives)

- Aggressive behavior (AChEIs)

- Duration of treatment (bisphosphonates)

Predisposition for medication-induced adverse events

- History of hypoglycemic events (hypoglycemic agents)

- History of falls (antihypertensives, hypoglycemic agents)

Index medication attributes

Adverse event risk of the index medication

- Sulfonylureas and insulin (hypoglycemic agents)

- Alpha blockers (antihypertensives)

Complexity or burden of medication administration

- Insulin use (hypoglycemic agents)

- Non-insulin injectables (hypoglycemic agents)

- Oral versus transdermal formulation (AChEIs)

- Special instructions for administration (bisphosphonates)

Prognosis (i.e., life expectancy)

Overall comorbidity level

- Elixhauser comorbidities

- Charlson comorbidity index

Frailty

- ADLs

- Bedbound

- Assistive mobility devices

- Claims-based measures

Failure to thrive

- Poor appetite

- Recent weight loss

- Dehydration

- Infection

- Renal failure

Patient ability to take medications

- Swallowing difficulty (bisphosphonates)

- Aggressive behavior (AChEIs)

Co-prescribed medications

Other medications that modify the risks and benefits of treatment

- Total number of medications/polypharmacy

- Proton pump inhibitor use (aspirin)

- Medications with metabolic adverse effects (hypoglycemic agents)

Interpersonal

Family Caregiver Factors

Level of engagement in care and decision-making

- Patient marital status

- Presence/absence of a next-of-kin/family caregiver

- Relationship to patient (E.g., spouse, adult child, etc.)

- Distance from caregiver residence to NH facility

Healthcare Provider Factors

Provider predisposition to deprescribing

- Billing provider role (physician, NP, PA) or specialty

- Prescribing provider role or specialty

- Admission source (community, hospital, other facility)

- Treating specialty/bed type (e.g., hospice)

Organizational and Health System

Health System Factors

Healthcare system and facility resources

- Facility type (e.g., CCRC)

- Staffing hours

- Turnover rates

- Ownership (nonprofit vs. for profit)

- Number of beds

- Academic affiliation

- Availability of specialty services (e.g., hospice, dementia care unit)

Care coordination

Opportunities for fragmented healthcare delivery

- Care team composition

- External providers or specialists

- Admission source

Community

Regional/Geographic variation

Geographic patterns of healthcare use and deprescribing

- Region of country

- Rural vs. urban

Policy

Guidelines, Evidence, Reporting

Availability of guidelines, new evidence, or policies to facilitate deprescribing

- Time trends (year of admission)