LatiGen Health

| ClinView — Evidence-Based BP Management

Patient Roster

Select a patient to review their risk assessment and treatment plan, or add a new patient.

Total Patients
Avg Systolic BP
Elevated / High BP
On BP Meds
Patient Age Sex Race BP BMI Flags Status

Patient Profile

Edit any field, then click Assess to calculate risk.

Demographics & Clinical Profile — edit any field, then click Assess
Age
Sex
Race / Ethnicity
BMI (kg/m²)
Systolic BP (mmHg)
Diastolic BP (mmHg)
BP Goal — SBP (mmHg)
BP Goal — DBP (mmHg)
Required Goal Probability (%)
Total Cholesterol (mg/dL)
HDL Cholesterol (mg/dL)
A1c (%)
Diabetes
eGFR (mL/min/1.73m²)
CKD
BP Medication
Smoking
Sodium Intake (mg/day)
Alcohol Intake (drinks/day)
Aerobic Exercise (min/week)
Resistance Exercise (min/week)
Why This Patient?

This 46-year-old South Asian male appears clinically healthy — normal BP (110/70), normal BMI (24), normal A1c (5.5%), non-smoker. A standard PCE would calculate low 10-year risk, and most guidelines would recommend no intervention. But South Asians develop coronary artery disease a decade earlier, at lower BMI thresholds, and with higher rates of atherogenic dyslipidemia (LDL 130 with likely small dense particles). The standard PCE systematically underestimates risk in this population. Our platform applies Mantri et al. SA calibration to reveal hidden risk, demonstrating why population-aware risk assessment matters even for apparently healthy patients.

10-Year ASCVD Risk Assessment

Pooled Cohort Equations (2013 ACC/AHA) with race-specific coefficients.

Calculating risk...

Risk Comparison

Same clinical profile — comparing risk across race-specific coefficients.

Computing comparison...

Personalize Treatment Outcome Forecast

Evidence-based interventions ranked by predicted BP reduction for this specific patient profile.

Querying evidence base...

Adverse Event Safety Check

Literature-reported side effects for each recommended intervention, ranked by incidence and severity.

Loading safety data...

Long-Term Clinical Outcomes

Relative risk of major cardiovascular events (stroke, heart failure, CHD, mortality) from clinical endpoint trials.

Loading outcomes data...

Combined Treatment Forecast

Predicted BP trajectory with the optimal treatment stack, including Monte Carlo confidence simulation.

Running simulations...

This tool provides clinical decision support only and does not constitute medical advice. All treatment decisions must be made by qualified healthcare providers in consultation with their patients. Prediction intervals reflect model uncertainty based on leave-one-out cross-validation of published clinical evidence.
Patient

Run a combined forecast first.

Occupational BP Clearance

Probability of meeting blood pressure requirements for FAA pilot and DOT commercial driver certification, based on Monte Carlo simulation of the treatment plan.

Run a combined forecast first to see occupational clearance probabilities.
These probabilities are model estimates based on published clinical trial evidence. Actual BP at examination depends on many factors including medication timing, white-coat effect, and measurement technique. This tool does not constitute medical certification advice.

Patient Preferences & Adjusted Plan

Real patients have real constraints. The platform re-optimizes the treatment stack around what the patient can and will do.

Patient Preferences

For each recommended intervention, select what the patient is willing to do. The platform will re-optimize around these constraints.

Add Compensatory Intervention
Adjusted Treatment Stack

The platform re-runs the forecast with modified interventions and adds compensatory therapies to close the gap:

Configure preferences above, then click "Run Adjusted Forecast".
Patient preferences are a core component of shared clinical decision-making. The platform adapts recommendations while transparently showing the predicted impact of each constraint on outcomes.

Adjusted Plan — Supporting Evidence

Each intervention in the adjusted plan is backed by specific studies from our evidence database. Here we show the research supporting each recommendation, including how effects were modified for this patient's constraints.

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All effect sizes are drawn from peer-reviewed clinical trials and meta-analyses indexed in our evidence database. Study weights reflect the model's attention-based scoring system, which accounts for population match, study quality, and precision.

Pilot Airport Dining — ATL (advisory)

Top food choices at major U.S. airports that align with the patient's recommended DASH + sodium reduction pattern. Advisory only — supports BP-conscious food choices; see your AME for FAA medical certification guidance.

RECOMMENDED PATTERN
DASH + Sodium reduction
Daily targets: 2000 cal · ≤2300 mg sodium (≤1500 mg intensive) · proportional rate ≈ 1.15 mg sodium per calorie.
TOTAL SODIUM
≤600 mg 601–900 901–1500 >1500
Single-item share of the 2300 mg/day target.
SODIUM DENSITY
≤1.0 mg/cal 1.0–2.0 2.0–4.0 >4.0
Sodium efficiency per calorie spent.
Best nearby meal picks

Choose your concourse and goal. Showing verified items first.

Loading airport menu data…

Fast snacks, sides, & drinks

Lower-impact choices between flights. Sugar warnings stay visible.

Build-your-own components (bowls, burritos, tacos)

Ingredients from build-your-own restaurants. Use these to compose a lower-sodium meal; components are not standalone meals.

Cautions & easy swaps

High-sodium, high-sugar, fried, or processed-meat items at the selected airport, with a quick fix or a better choice at the same restaurant.

Restaurant explorer (all scored brands at selected airport)

Full directory, grouped by restaurant. Estimated nutrition is demoted below verified rows.

Nutrition unavailable venues (official roster, not scored)

These airport venues are represented in the roster but do not yet have usable nutrition data. They are shown for completeness and excluded from ranked recommendations.

In-flight food — select airline below

Snacks and meals served by the patient's airline, scored against the same DASH+sodium pattern. Per-package values are FDA-mandated and consistent across SKUs supplied to airlines.

Data confidence varies by source. High = official chain PDF or calculator we fetched directly and parsed. Medium = manual transcription from official sources (calculator-only / paywalled / bot-protected). Estimate = no published nutrition data; values are best-effort estimates and require verification before relying. Each row shows source URL, retrieval date, and confidence on hover; estimates are demoted below verified rows in every restaurant card. Independent restaurants may be listed for awareness but are not scored unless nutrition is available. This module is advisory. It supports BP-conscious choices but does not constitute medical or FAA medical-certification advice.

Crew Layover Hotels — ATL (advisory)

Typical pilot crew-layover hotels at the selected airport. Each card shows bathroom (shower/tub), fitness center + equipment, and the on-site restaurant scored with the same DASH+sodium pattern as airport restaurants. Most hotel restaurants do not publish nutrition; modeled estimates are flagged.

Selection mirrors Airport Dining when you switch back.
On-airport & nearby crew hotels

Sorted by record confidence. On-airport properties bubble up where applicable.

Loading hotels…

Hotel data is partial and confidence-tiered. Bathroom and fitness equipment values default to brand standards (Marriott Renaissance / Hilton Fitness by Precor / WestinWORKOUT / Hyatt StayFit) when hotel-specific pages are unfetchable; per-property variation exists. Hotel restaurant menus rarely publish nutrition — most rows are modeled estimates from the nutrition estimator, with each row showing the matched archetype on hover. Advisory only — verify with the property before relying.

What payor / insurance sees for each member

The same evidence engine that drives the clinician + patient views, reshaped for plan operations. Per-member intervention response, projected event-reduction yield, and a one-click outreach signal.

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⚠ Risk & savings figures are illustrative. SBP-change predictions come from the evidence engine for this member's profile. Cost projections use industry benchmarks for BP-related events and engagement-driven medical-cost offset — not contracted plan-specific actuarial output.
Member snapshot
👤
Predicted response
🎯
Illustrative combined 90-day SBP improvement (rough payor estimate — not the forecast engine)
Risk & savings outlook
Recommended next action
🎯Outreach priority:
Care gap:
📋Suggested action:
Member snapshot draws from the active demo patient (clinician view above). Predicted SBP changes use the same intervention-effect database as the patient combined-forecast page. Savings + outreach-priority figures use industry benchmarks — production payor surface will integrate with plan eligibility and care-management systems.