🔬 Metabolic & Labs

Metabolic & Labs

Lab results and metabolic markers. Blood glucose, lipids, and other laboratory values tracked through connected devices.

Blood Alcohol Content (BAC)

Definition

The concentration of alcohol in the bloodstream, expressed as a percentage or g/dL.

Example: 0.08% BAC = 0.08 grams of alcohol per 100 mL of blood.

Why It Matters

BAC has significant safety and health implications: - Legal limits - Driving limits in most jurisdictions - Impairment assessment - Cognitive and motor effects - Safety decisions - When safe to drive or operate machinery - Health tracking - Alcohol consumption patterns - Medical relevance - Affects medication interactions, health conditions

How It's Measured

  • Breathalyzers - Estimate BAC from breath alcohol
  • Blood tests - Direct measurement (clinical/legal)
  • Estimation apps - Calculate based on drinks, weight, time
  • Smart devices - Some wearables estimate BAC

HealthKit data: Typically from estimation apps or connected breathalyzers.

Reference Levels

BACEffects
0.02%Relaxation, slight mood change
0.05%Lowered alertness, impaired judgment
0.08%Legal limit in many jurisdictions; reduced coordination
0.10%Clear impairment of coordination and judgment
0.15%Significant impairment, difficulty walking
0.20%Confusion, nausea, possible blackout
0.30%Stupor, unconsciousness possible
0.40%+Potentially fatal

Confounders & Limitations

  • Individual variation - Body weight, metabolism, tolerance
  • Food intake - Eating slows absorption
  • Time course - BAC rises and falls over hours
  • Device accuracy - Consumer breathalyzers vary in precision
  • Estimation errors - Apps provide rough estimates only

Factors Affecting BAC

  • Body weight - Lower weight = higher BAC per drink
  • Biological sex - Women typically reach higher BAC
  • Rate of consumption - Faster drinking = higher peak
  • Food - Eating slows absorption
  • Carbonation - May speed absorption
  • Medications - Interactions with some drugs

Use Cases

  • Safety decisions - When safe to drive
  • Consumption tracking - Monitoring alcohol intake
  • Health awareness - Understanding alcohol effects
  • Event planning - Responsible drinking

Important Notes

  • Legal BAC limits vary by jurisdiction
  • Even below legal limits, impairment occurs
  • No amount of alcohol is "safe" for driving
  • "Sobering up" only happens with time—coffee/food don't speed it

References

Blood Glucose

Definition

The concentration of glucose (sugar) in the blood, typically measured in mg/dL (US) or mmol/L (international).

Conversion: 1 mmol/L = 18 mg/dL

Why It Matters

Blood glucose is central to metabolic health: - Diabetes diagnosis - Elevated glucose indicates diabetes - Diabetes management - Daily monitoring for treatment - Prediabetes detection - Early intervention opportunity - Metabolic health - Blood sugar regulation reflects overall health - Energy levels - Glucose is the body's primary fuel

How It's Measured

  • Fingerstick meters - Traditional home glucose monitors
  • Continuous Glucose Monitors (CGM) - Real-time tracking (Dexcom, Libre, etc.)
  • Lab tests - Clinical blood draws
  • Data sources - Many glucose devices sync to HealthKit

Reference Values (Fasting)

CategoryFasting Glucose
Normal<100 mg/dL (<5.6 mmol/L)
Prediabetes100-125 mg/dL (5.6-6.9 mmol/L)
Diabetes≥126 mg/dL (≥7.0 mmol/L)

HbA1c (long-term average): - Normal: <5.7% - Prediabetes: 5.7-6.4% - Diabetes: ≥6.5%

Confounders & Limitations

  • Timing - Fasting vs post-meal readings differ significantly
  • Stress - Acute stress elevates glucose
  • Medications - Steroids, some drugs affect glucose
  • Illness - Infections can raise glucose
  • Sample handling - Improper technique affects accuracy
  • Meter accuracy - Consumer devices have ±15% tolerance

Use Cases

  • Diabetes monitoring - Daily management
  • Prediabetes tracking - Lifestyle intervention assessment
  • Dietary impact - How foods affect your glucose
  • CGM trends - Time in range, variability
  • Medical visits - Sharing data with healthcare team

Time in Range (CGM Users)

Target for most diabetics: - In range (70-180 mg/dL): >70% of time - Below range (<70): <4% of time - Above range (>180): <25% of time

When to Seek Care

  • Fasting glucose consistently >100 mg/dL
  • Symptoms of high glucose (thirst, frequent urination, fatigue)
  • Symptoms of low glucose (shakiness, confusion, sweating)
  • Difficulty achieving target ranges
  • Any glucose >300 mg/dL or <54 mg/dL

References

Insulin Delivery

Definition

The cumulative amount of insulin delivered, measured in International Units (IU or U). Tracked for people using insulin pumps or smart insulin pens.

Why It Matters

Insulin tracking is essential for diabetes management: - Dosing records - Complete insulin history - Pattern analysis - Understanding insulin needs - Basal vs bolus - Different insulin types serve different purposes - Treatment optimization - Adjusting doses based on patterns - Safety auditing - Preventing errors, tracking usage

How It's Tracked

  • Insulin pumps - Automated logging (Omnipod, Tandem, Medtronic, etc.)
  • Smart pens - Connected insulin pens (InPen, NovoPen Echo, etc.)
  • CGM integration - Automated insulin delivery systems
  • Manual logging - User-entered injections

Insulin Types

TypeOnsetPeakDuration
Rapid-acting15 min1-2 hr3-4 hr
Short-acting30 min2-3 hr5-6 hr
Intermediate2-4 hr4-12 hr12-18 hr
Long-acting1-2 hrMinimal24+ hr

Key Metrics

Basal Insulin

  • Background insulin for fasting glucose control
  • Delivered continuously (pump) or as long-acting injection
  • Typically 40-50% of total daily insulin

Bolus Insulin

  • Covers meals and corrects high glucose
  • Rapid/short-acting insulin
  • Dosed based on carbs and correction factor

Total Daily Dose (TDD)

  • Sum of all insulin delivered in 24 hours
  • Used to calculate pump settings
  • Varies by individual, typically 0.5-1.0 U/kg/day

Confounders & Limitations

  • Incomplete logging - Manual entries may be missed
  • Absorption variability - Same dose, different effect
  • Site issues - Lipohypertrophy, infusion set problems
  • Device sync - Some devices don't connect to HealthKit

Use Cases

  • Diabetes management - Daily insulin tracking
  • Pattern recognition - Identifying insulin needs
  • Healthcare visits - Share complete insulin history
  • Pump settings - Optimizing basal rates, ratios
  • Closed-loop systems - Automated insulin delivery

References

Evidence and editorial method

AnalyticsZone explains published sports-science models, shows formulas and assumptions, and links primary or authoritative sources so readers can verify the method.

Author: Albert Arnó, MD, PhD — founder of onmedic (Barcelona), building eHealth systems since 2000.

Metabolic & Labs - Export Apple Health Data to CSV, PDF

Lab results and metabolic markers. Blood glucose, lipids, and other laboratory values tracked through connected devices.

  • 2026-01-23
  • Metabolic · amp · Labs · Export · Apple
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