Biostatistics & Population Health
Population health: social determinants of health
— Economic stability (poverty, employment, food security, housing stability)
— Education access/quality (literacy, early childhood, higher education)
— Health care access/quality (insurance, provider availability, health literacy)
— Neighborhood/built environment (housing quality, transportation, air/water, violence)
— Social/community context (discrimination, incarceration, civic participation, social cohesion)
— Repeated missed appointments or medication non-adherence in a previously engaged patient
— Recurrent hospitalizations for ambulatory-care-sensitive conditions (CHF, asthma, DKA, COPD)
— Mismatch between prescribed regimen and clinical response (e.g., uncontrolled HTN on 4 drugs)
— Children with failure to thrive, recurrent lead exposure, or asthma exacerbations
— Adults with frequent ED use for primary care issues
— Patients declining recommended diagnostics ("I can't afford that scan")

— "I had to choose between my insulin and rent" → cost-related non-adherence (affects ~25% of US adults with chronic disease)
— Skipping doses, splitting pills, sharing inhalers
— Job loss → loss of employer-sponsored insurance → gap in care
— Weight fluctuations, hypoglycemia at month's end (SNAP benefits exhausted), poorly controlled diabetes despite adherence
— Use the Hunger Vital Sign (2 questions): "Within the past 12 months, we worried whether our food would run out before we got money to buy more" and "the food we bought just didn't last" — either answered "often/sometimes true" = positive screen
— Couch-surfing, shelter use, eviction history, mold/pest exposure (asthma triggers)
— Ask: "Do you have a safe, stable place to sleep tonight?"
— Missed appointments clustered around bad weather, no car, distant clinic
— "I couldn't get a ride" — screen with single item: "In the past 12 months, has lack of transportation kept you from medical appointments, work, or getting things needed for daily living?"

— Dental caries, gingivitis (cariogenic cheap diet, lack of dental access)
— Iron deficiency pallor, glossitis, angular cheilitis (B-vitamin deficiency)
— Pediatric stunting (height-for-age <5th percentile) vs wasting (weight-for-height) — chronic vs acute
— Paradoxical obesity with micronutrient deficiency
— Cockroach/dust mite exposure → eczema, allergic rhinitis, asthma
— Lead toxicity in children from pre-1978 housing → developmental delay, microcytic anemia, abdominal pain
— Cold-related: chilblains, frostbite in unhoused patients
— Bed bug bites in linear "breakfast-lunch-dinner" pattern
— Pneumoconioses (silicosis in miners/sandblasters, asbestosis in shipyard workers)
— Pesticide exposure in farmworkers (cholinergic toxidrome, neuropathy)
— Hearing loss in construction/factory workers
— Injuries in various stages of healing, central pattern (head/neck/torso) vs accidental (extremities), inconsistent history, partner answering for patient
— Track marks, nasal septal perforation, dental decay (methamphetamine "meth mouth")
— Hypertension disproportionate to known risk factors → chronic stress, neighborhood violence exposure (allostatic load)
— Tachycardia + weight loss in food-insecure adult → consider concurrent hyperthyroidism vs deprivation

— PRAPARE (Protocol for Responding to and Assessing Patient Assets, Risks, and Experiences) — 21 items, NACHC-developed, integrates with EHRs, covers all 5 domains
— AHC-HRSN (Accountable Health Communities Health-Related Social Needs) — CMS 10-item core screening for 5 high-priority needs: housing instability, food insecurity, transportation, utility help, interpersonal safety
— WE CARE — pediatric SDOH screener used in well-child visits
— Hunger Vital Sign (2 items, food insecurity) — sensitivity 97%, specificity 83%
— HITS (Hurt, Insult, Threaten, Scream) — IPV screening, 4 items
— Single-item health literacy: "How confident are you filling out medical forms by yourself?" — "somewhat/a little/not at all" = limited literacy
— REALM-SF (Rapid Estimate of Adult Literacy in Medicine, Short Form) — 7 words
— Pediatric lead level at 12 and 24 months (universal in Medicaid-eligible children; targeted in others based on housing-age and zip code risk)
— HbA1c, lipid panel with attention to access-related delays
— TB screening (IGRA preferred) in patients from high-prevalence countries, congregate housing, incarceration history
— HIV, HCV — opt-out universal screening per USPSTF/CDC regardless of risk disclosure (reduces stigma)

— Area Deprivation Index (ADI) — block-group ranking 1–100 across 17 socioeconomic indicators; higher = more deprived; predicts readmissions, mortality
— Social Vulnerability Index (SVI) — CDC tool, 4 themes (socioeconomic, household composition, minority/language, housing/transportation) — used for disaster preparedness and resource allocation
— Child Opportunity Index (COI) — neighborhood resources for child development
— BRFSS (Behavioral Risk Factor Surveillance System) — state-level health behaviors, CDC telephone survey
— NHANES — national, includes biomarkers + interviews
— YRBSS — Youth Risk Behavior Surveillance
— PRAMS — Pregnancy Risk Assessment Monitoring System
— Race/ethnicity-stratified outcomes (e.g., Black maternal mortality 3× white; Native American diabetes prevalence 2× white)
— Life expectancy gaps by ZIP code — can vary >20 years across census tracts within a single US city
— Cluster of pediatric asthma in one apartment complex → public health investigation, environmental assessment
— Outbreak of GI illness in low-income housing → water system investigation
— Cluster of elevated lead → housing department referral, source identification

— Acute/safety-critical: active IPV, child/elder abuse, homelessness tonight, suicidal ideation, no food today → same-day intervention, social work, safe shelter, mandatory reporting if applicable
— Sub-acute: food insecurity, utility shut-off notice, eviction pending → same-week, connect to SNAP, LIHEAP, legal aid
— Chronic: low health literacy, low income, transportation barriers → longitudinal, integrate into care plan
— Ask (screen), Assess (severity, readiness), Advise (options), Assist (warm handoff/referral), Arrange (follow-up to verify resolution)
— Community health workers (CHWs) — reduce hospitalizations, improve chronic disease control (IMPaCT trial, Penn Medicine)
— Medical-legal partnerships — embed legal aid in clinic, address housing/disability/benefits
— Food prescription programs ("Food is Medicine") — produce vouchers, medically tailored meals; CMS demonstrating waivers
— Patient navigators — reduce no-show rates, improve cancer screening completion
— Housing First for chronically unhoused — provides housing without preconditions; reduces ED use, improves substance use treatment engagement
— High utilizers ("hot-spotting") → intensive case management
— Moderate risk → CHW outreach, telehealth
— Low risk → standard care + universal screening

— Default to generics unless brand specifically required (narrow therapeutic index drugs: warfarin, levothyroxine, AEDs — even here, generic usually fine if consistent)
— Use $4 lists (Walmart, Costco, GoodRx) — most chronic disease staples (metformin, lisinopril, amlodipine, atorvastatin, HCTZ, sertraline, omeprazole) cost <$10/month
— Avoid combination products that cost more than separate generics; use combo pills when they reduce pill burden AND cost is comparable (improves adherence)
— Once-daily dosing > BID > TID > QID for adherence
— Check formulary tier before prescribing; non-formulary requires prior auth → delays care
— 340B drug pricing at FQHCs and DSH hospitals — substantial discounts
— Manufacturer patient assistance programs (PAPs) for insulin, biologics, oncology drugs
— Medicare Part D coverage gap ("donut hole") — reduced but still relevant; the Inflation Reduction Act caps out-of-pocket at $2,000/year (2025) and insulin at $35/month
— Type 2 DM in low-resource patient: metformin + glipizide + NPH/regular insulin if SGLT2i/GLP-1 unaffordable (counsel re: hypoglycemia)
— Asthma: generic ICS (budesonide, fluticasone) over brand combo inhalers when possible; SMART therapy (budesonide-formoterol) — formerly brand-only, now generic available
— Anticoagulation: warfarin remains correct answer when DOAC unaffordable AND reliable INR follow-up possible

— SNAP (Supplemental Nutrition Assistance Program) — federal, income-based; clinicians can refer or provide eligibility info
— WIC (Women, Infants, Children) — pregnant/postpartum women + children <5; nutrition + formula + healthcare referrals
— School meal programs (free/reduced lunch, summer EBT)
— Food pantries, Meals on Wheels (homebound elderly), medically tailored meals for CHF/CKD/diabetes
— Produce prescription programs — reimbursable under some Medicaid 1115 waivers
— Section 8 housing vouchers, public housing, Housing First for chronic homelessness
— Continuum of Care programs for unhoused
— Medical respite beds for unhoused post-discharge
— Legal aid for eviction defense (medical-legal partnership)
— NEMT (Non-Emergency Medical Transportation) — Medicaid benefit, often underused
— Rideshare partnerships (Lyft/Uber Health), volunteer driver programs
— Telehealth as transportation workaround
— EITC (Earned Income Tax Credit) — largest US anti-poverty program; pediatricians can promote
— SSI/SSDI for disabled patients — clinicians complete disability paperwork
— Unemployment insurance, TANF
— Teach-back method — ask patient to explain plan in own words
— Plain language materials (6th-grade reading level), pictograms
— Reach Out and Read — pediatric literacy promotion in clinic

— Social isolation/loneliness — mortality risk comparable to smoking 15 cigarettes/day (Holt-Lunstad meta-analysis); increases dementia, CVD, depression
— Food insecurity — 1 in 14 older adults; under-recognized because of stoicism, pride
— Elder mistreatment — physical, emotional, financial, neglect; mandatory reporting in most states (varies by state)
— Polypharmacy + cost — Medicare Part D donut hole, choosing between food and meds
— Transportation loss — driving cessation → isolation, missed appointments
— Housing — fixed income vs rising rents, falls in poorly maintained homes, lack of accessibility modifications
— Caregiver burden screen (Zarit Burden Interview)
— Functional status (ADLs, IADLs) — proxy for support needs
— Cognitive screen (Mini-Cog, MoCA) — affects capacity, vulnerability to exploitation
— Home safety assessment — falls risk, hoarding, utility status
— Dose adjustments often require labs that uninsured patients skip → check renal function before prescribing renally cleared drugs (metformin, DOACs, gabapentin)
— Dialysis patients face enormous transportation burden (3×/week); home modalities (PD, home HD) may improve QoL but require stable housing, electricity, sanitation
— PACE (Program of All-Inclusive Care for the Elderly) — capitated, integrated care for nursing-home-eligible elders living at home
— Older Americans Act programs — congregate meals, Meals on Wheels, senior centers
— Medicare Savings Programs, LIS (Low-Income Subsidy/"Extra Help") for Part D

— Maternal mortality: US has highest among high-income countries; Black women die at 3× rate of white women, persisting across income/education — implicating structural racism, implicit bias
— Prenatal care access — late entry to care correlates with poor outcomes; Medicaid covers ~42% of US births
— WIC, SNAP during pregnancy improve birth outcomes
— Doulas — emerging evidence for reducing C-section rates and improving experience, especially for Black patients; some states now cover via Medicaid
— IPV screening at first prenatal, each trimester, postpartum (ACOG)
— Postpartum Medicaid extension to 12 months (now in most states post-ARPA) — reduces maternal mortality
— ACEs (Adverse Childhood Experiences) — dose-response relationship with adult chronic disease (CVD, depression, addiction, early death); screen using ACE questionnaire
— Toxic stress disrupts neurodevelopment; buffering relationships protective
— Lead screening at 12 and 24 months (universal for Medicaid)
— Reach Out and Read, Bright Futures — anticipatory guidance with SDOH integration
— School-based health centers expand access
— LGBTQ+ patients — minority stress, healthcare avoidance, higher mental health/SUD burden; trauma-informed care, correct pronouns, PrEP access
— Immigrants/refugees — language barriers (use professional interpreters, not family, especially not children), fear of "public charge" deterring care (rule rescinded 2021 but chilling effect persists)
— Incarcerated/recently released — high mortality first 2 weeks post-release (overdose), gaps in chronic care; transitions clinics bridge
— Rural patients — provider shortages, transportation, hospital closures

— Ambulatory-care-sensitive condition admissions — preventable hospitalizations for asthma, CHF, diabetes, HTN — marker of primary care access failure
— 30-day readmissions — strongly predicted by post-discharge SDOH (food, transport, housing); not adjusted for in HRRP penalties → safety-net hospitals disproportionately penalized
— Medication non-adherence → uncontrolled chronic disease, end-organ damage
— Delayed cancer diagnosis — later-stage presentation in uninsured/underinsured → worse survival
— Mental health crises — untreated depression/anxiety → suicide, SUD, lost productivity
— Lead poisoning → developmental delay, behavioral issues, lower lifetime earnings
— Food insecurity → poor school performance, obesity, metabolic disease in adulthood
— ACEs → toxic stress → epigenetic changes, adult chronic disease
— Severe maternal morbidity (SMM), preterm birth, low birthweight, postpartum depression
— Pregnancy-associated deaths (homicide, suicide, overdose) — leading causes in US, often linked to IPV/SUD
— Life expectancy disparities — up to 20+ years across census tracts in same city
— Health inequities by race, income, geography — Black-white life expectancy gap ~5 years
— Excess mortality during disasters/pandemics concentrated in vulnerable communities (COVID-19, Hurricane Katrina)
— Economic costs — health inequities cost US ~$320 billion/year (Deloitte 2022)
— Prescribing unaffordable medications → silent non-adherence → uncontrolled disease blamed on patient
— Discharging unhoused patients without coordination → bounce-back admission, mortality
— Mandating dietary changes without addressing food access → patient shame, lost trust

— Active IPV with imminent danger → safety planning, hotline (1-800-799-SAFE), shelter referral, do not insist on leaving (most dangerous time)
— Suicidal ideation with plan/intent → ED, possible involuntary hold (state-dependent criteria)
— Child abuse/neglect suspected → mandatory report to CPS (all healthcare workers, all 50 states); reasonable suspicion threshold, not proof
— Elder/dependent adult abuse → APS report (mandatory in most states)
— Human trafficking → National Human Trafficking Hotline (1-888-373-7888); use trauma-informed approach; do not call law enforcement without patient consent unless minor or imminent danger
— No housing tonight + medical fragility (oxygen-dependent, dialysis, postpartum) → social work, medical respite, hospital admission if no alternative
— Food crisis (e.g., insulin-dependent diabetic with no food) → emergency food, glucose, social work
— Notifiable disease cluster → local/state health department
— Suspected environmental exposure (lead, carbon monoxide, contaminated water) → housing/health department investigation
— Outbreak in congregate setting (shelter, LTCF, jail) → public health notification + on-site mitigation
— "Social admission" is generally avoided but justified when discharge would cause harm (e.g., unhoused IDU with bacteremia needing IV abx, post-op patient with no caregiver, decompensated CHF in heat wave with no AC)
— Engage case management, social work, palliative care early — often on day 1

— Cost-related non-adherence → cannot afford medication; intervention = generic substitution, PAP, $4 lists
— Access-related non-adherence → cannot get to pharmacy/clinic; intervention = mail-order, NEMT, telehealth
— Health literacy-related → doesn't understand regimen; intervention = teach-back, pictograms, simplified regimen
— Cultural/belief-related → distrust, alternative medicine preference, religious objection; intervention = motivational interviewing, cultural humility, partnership
— Side-effect related → tolerable alternative needed; not pure SDOH but interacts (cheaper drug with more SE may be only option)
— Cognitive impairment → forgets doses; intervention = pillbox, caregiver, simplified regimen, blister packs
— Mental health-related → depression, anxiety, SUD impair self-care; intervention = treat underlying condition
— Intentional non-adherence → patient priorities differ; intervention = shared decision-making
— Cost: "I stretch my pills," "skip when I can't afford refills" — often hidden unless asked directly
— Access: missed appointments cluster, lives far from pharmacy
— Literacy: cannot name medications, cannot describe purpose, asks others to read forms
— Cultural: prefers traditional remedies, distrustful of system based on history
— Direct, non-judgmental questions: "Many of my patients have trouble taking medications every day. What gets in the way for you?"
— Pharmacy refill history (objective adherence proxy)
— Pill counts, MEMS caps (research settings)

— Social/economic factors (~40%) — SDOH (income, education, employment, social support)
— Health behaviors (~30%) — smoking, diet, exercise, alcohol, sex (heavily shaped by SDOH)
— Clinical care (~20%) — access, quality
— Physical environment (~10%) — air/water quality, housing, neighborhood
— Genetics — variable, increasingly recognized as gene-environment interaction
— Genetic ancestry — sickle cell disease, BRCA mutations, G6PD — but race ≠ genetics; race is a social construct that proxies for SDOH exposure
— Implicit bias / structural racism in healthcare — documented under-treatment of pain in Black patients, delayed cardiac workup in women, dismissal of Native American patients
— Health system factors — provider shortages (HPSAs), hospital closures (especially rural and safety-net), insurance churn
— Policy factors — Medicaid expansion status (expansion states have better outcomes for low-income adults), minimum wage, paid sick leave
— Commercial determinants — tobacco, alcohol, ultra-processed food, firearms industries shape health behaviors and exposures
— Black patient with uncontrolled HTN: consider SDOH (access, cost, stress), biology (lower renin/salt sensitivity → different first-line preference: thiazide or CCB), and bias (under-treatment) — usually multifactorial
— Native American patient with diabetes: consider SDOH (food deserts on reservations, Indian Health Service underfunding), historical trauma, genetic susceptibility — address all
— Disparity — any difference in health outcomes between groups (descriptive)
— Inequity — unjust, avoidable disparity (normative)
— Equity — fair opportunity for all to attain full health potential (goal)

— Annual (minimum) SDOH re-screen — needs change with life circumstances
— Updated problem list with Z-codes — supports care coordination, risk adjustment
— Named care team: PCP, CHW/navigator, social worker, pharmacist, behavioral health
— Closed-loop referral tracking — confirm services received, not just offered
— Medication reconciliation with cost check at each visit
— Patient-defined goals — what matters to patient (e.g., "make it to my granddaughter's graduation") drives motivation more than HbA1c targets
— Post-MI patient with food insecurity: cardiac rehab + nutrition referral + medically tailored meals (where available) + generic statin/BB/ACEi
— Post-stroke patient with no caregiver: home health + medical alert system + caregiver respite + transportation for rehab
— Post-discharge patient with housing instability: medical respite bed, shelter coordination, follow-up in 7 days (in-person or telehealth)
— Risk-stratified panel management — identify high-risk patients for proactive outreach
— Registry-based recall for overdue screenings, vaccinations, chronic disease metrics
— Group medical visits for diabetes, prenatal care — peer support + efficient education
— Community partnerships — faith-based organizations, schools, food banks, housing authorities
— PCMH (Patient-Centered Medical Home) model integrates SDOH
— ACOs with shared savings incentivize SDOH investment
— Medicaid 1115 waivers for "health-related social needs" — food, housing, transportation as covered benefits in some states (e.g., NC, CA CalAIM, OR)

— High-risk (recent hospitalization, multiple SDOH needs, complex disease): 7-day post-discharge visit (in-person or telehealth), then biweekly until stable, then monthly
— Moderate-risk: monthly to bimonthly with CHW touchpoints between
— Low-risk with controlled chronic disease: every 3–6 months standard
— Medication adherence: pharmacy fill history, self-report, pill counts, MPR (medication possession ratio)
— Appointment adherence: no-show rate; pattern analysis identifies access barriers
— Re-screening: annual SDOH re-screen + after life events (job loss, eviction, new diagnosis, pregnancy)
— Clinical metrics: standard (HbA1c, BP, lipids) but interpret in context of access
— Patient-reported outcomes: PHQ-9, GAD-7, quality of life
— Motivational interviewing — patient-centered, especially for behavior change in resource-limited settings
— Health coaching by CHWs — peer-level, culturally concordant
— Group visits — peer support, efficient
— Telehealth — overcomes transportation, but digital divide (broadband, devices, literacy) creates new equity issue
— Asynchronous messaging — patient portals; barrier for low-literacy/LEP patients
— Cardiac/pulmonary rehab dramatically underutilized in low-income, minority, female, and rural patients; automatic referral + addressing transport improves uptake
— Home-based rehab when facility-based not accessible
— Use every encounter to update; standing orders, reminder systems
— Address vaccine hesitancy with cultural humility, trusted messengers

— LEP patients: consent obtained through professional interpreter is required for valid consent; family member interpretation is substandard and exposes liability, especially for procedures
— Low health literacy: use teach-back; document patient's understanding in their own words
— Patients with cognitive impairment: assess decision-making capacity for the specific decision; involve surrogates per state hierarchy if lacking
— Adolescents: minor consent laws vary by state for contraception, STI testing, mental health, SUD treatment — generally permitted without parental consent
— Screening information is PHI — protect; share only with patient consent or treatment necessity
— IPV documentation — be cautious; abuser may access records via shared insurance or patient portal; use coded notes when needed
— Immigration status — generally do not document unless clinically necessary; protect from disclosure
— Child abuse/neglect — all states, reasonable suspicion
— Elder abuse / dependent adult abuse — most states
— Notifiable diseases — per state list (TB, STIs, foodborne, vaccine-preventable, COVID, etc.)
— Gunshot/stab wounds — most states
— Impaired drivers — varies by state (mandatory in some for seizures, dementia)
— Discharge to inadequate housing/support = predictable harm; document SDOH assessment and mitigation
— Medication reconciliation at every transition (admission, transfer, discharge) — Joint Commission NPSG; errors disproportionately harm low-literacy patients
— Discharge summaries to PCP within 48 hours; warm handoff superior
— Clinical algorithms trained on biased data perpetuate disparities (e.g., Optum algorithm under-referred Black patients to high-risk care because it used cost as proxy for need)
— Audit algorithms for disparate impact
— EMTALA — ED must screen and stabilize regardless of ability to pay
— Title VI / Section 1557 — language access, anti-discrimination
— ADA — disability accommodations
— HIPAA — privacy protections; permits disclosures for public health, mandatory reporting, abuse reporting


"A 58-year-old man with HTN returns with BP 168/96 despite being prescribed lisinopril, amlodipine, HCTZ, and metformin. He recently lost his job and insurance. Next best step?" → Switch to $4 generics, simplify regimen, address cost; refer to FQHC / pharmacy assistance — not add a 4th antihypertensive.
"A 45-year-old woman has end-of-month hypoglycemia despite stable insulin dose; HbA1c 9.2%. Which screening tool?" → Hunger Vital Sign; intervene with SNAP/WIC, food pantry, medically tailored meals, adjust insulin to food access.
"An 18-month-old Medicaid-enrolled child in a pre-1978 home. Best screening?" → Blood lead level; if elevated, report to health department, environmental investigation, follow-up testing, nutritional counseling (iron, calcium, vitamin C).
"A 32-year-old woman with frequent ED visits for vague pain, partner answers questions for her. Next step?" → Interview alone with professional interpreter if needed; use HITS; offer hotline, safety plan; do not force disclosure or leaving.
"Spanish-speaking patient needs surgical consent; her teenage son is available to interpret." → Use professional medical interpreter (in-person, phone, or video); do not use family, especially minors.
"Unhoused man with cellulitis on IV antibiotics ready for discharge." → Medical respite bed referral, OPAT coordination, social work, 7-day follow-up.
"Suspected child neglect — parent insists you not report." → Report anyway; mandatory reporter, reasonable suspicion threshold, good-faith immunity.
"Black woman with chest pain receives less aggressive workup than her white roommate." → Recognize implicit bias / structural racism; apply guideline-directed evaluation equally; bias training, standardized protocols.
"Hospital readmission rates penalize safety-net hospitals." → Because HRRP does not fully risk-adjust for SDOH; addressed by stratified comparison groups.
"Clinic switches entirely to video visits; no-show rate rises in elderly Medicare population." → Offer audio-only option, in-person access, community technology assistance.

Social determinants of health drive ~40–50% of health outcomes, and the Step 3 physician's job is to universally screen for them with validated tools, respond in-visit with closed-loop referrals to evidence-based resources, and integrate SDOH into every clinical decision — from medication selection to discharge planning to long-term chronic disease management — recognizing that addressing upstream social conditions produces greater health gains than any single clinical intervention.

