Apls Weight Calculation

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APLS Weight Calculation

Accurately determine the appropriate APLS weight for your system.

APLS Weight Calculator

Enter patient's weight in kilograms (kg).
Enter the total milligrams (mg) of insulin bolused.
Enter blood glucose level in mg/dL.
Enter your target blood glucose level in mg/dL.
How many mg/dL does 1 unit of insulin lower glucose? (e.g., 50)
Ratio of glucose units (mg/dL) to insulin units (U). Calculated as ISF / 100.

Calculation Results

Calculated APLS Weight Units
Glucose Correction Needed mg/dL
Insulin Units for Correction U
Total Insulin Units (Bolus + Correction) U
Formula Used:
APLS Weight = (Administered Bolus Dose / Patient Weight) * Target BG Correction Factor

Where: Target BG Correction Factor = (Blood Glucose – Target Blood Glucose) / ISF

*Note: This is a simplified representation. Real APLS systems involve complex algorithms.*
APLS Weight Calculation Data Visualization

What is APLS Weight Calculation?

APLS weight calculation refers to the process of determining the appropriate "weight" or factor that an Artificial Pancreas Low System (APLS) should assign to different inputs when making insulin dosing decisions. In essence, it's about how much a particular parameter (like a high blood glucose reading or a calculated insulin sensitivity) should influence the final insulin dose. This isn't a physical weight but a conceptual weighting within the system's algorithm.

Who should use it? This concept is primarily relevant for individuals and developers working with or designing closed-loop insulin delivery systems, often referred to as Artificial Pancreas or Automated Insulin Delivery (AID) systems. For users of such systems, understanding how the 'weight' of various inputs affects dosing can lead to better management and troubleshooting. For developers, it's a core part of algorithm design.

Common Misconceptions: A frequent misunderstanding is that "APLS weight" refers to the patient's actual body weight. While patient weight is a crucial input *into* the calculation, the term "APLS weight" specifically relates to the algorithmic parameters that govern insulin delivery decisions, not the patient's physical mass itself. Another misconception is that there's a single, fixed APLS weight; in reality, it's dynamic and calculated based on current physiological data and system settings.

APLS Weight Formula and Mathematical Explanation

The core idea behind determining an appropriate APLS weight involves balancing the insulin already administered (bolus) against the physiological need for correction based on current glucose levels, target glucose levels, and individual insulin sensitivity. A simplified approach to understanding this is to consider how much insulin is needed for correction and how that relates to the overall insulin delivery.

The calculation performed by this tool can be broken down into several steps:

  1. Calculate Glucose Correction Needed (mg/dL): This determines how far off the current blood glucose is from the target.
    Glucose Correction Needed = Blood Glucose (mg/dL) - Target Blood Glucose (mg/dL)
  2. Calculate Insulin Units for Correction (U): Using the patient's Insulin Sensitivity Factor (ISF), we find out how many units of insulin are needed to bring the glucose down. Alternatively, using the Correction Factor (CF), which is ISF/100, we can directly calculate units.
    Insulin Units for Correction = Glucose Correction Needed / ISF
    OR
    Insulin Units for Correction = (Blood Glucose (mg/dL) - Target Blood Glucose (mg/dL)) * Correction Factor (U / mg/dL)
  3. Calculate Total Insulin Units (U): This is the sum of the insulin bolus already given and the calculated correction insulin.
    Total Insulin Units = Administered Bolus Dose (U) + Insulin Units for Correction (U)
  4. Calculate APLS Weight (Conceptual Unit): This represents a normalized value reflecting the insulin administered relative to the patient's weight, adjusted by the correction logic. A common interpretation involves relating the total insulin units needed to the patient's weight. A simpler proxy, as calculated by the tool for illustrative purposes, could be related to the total insulin units required per kilogram of body weight.
    APLS Weight (Illustrative) = Total Insulin Units / Patient Weight (kg)
    *(Note: Actual APLS algorithms use much more sophisticated weighting and predictive models.)*

The "APLS Weight" as calculated here is a simplified representation, often expressed in Units per Kilogram (U/kg), aiming to provide a benchmark based on the immediate physiological state.

Variable Explanations

Variable Meaning Unit Typical Range
Patient Weight The body mass of the individual using the APLS system. kg 20 – 150 kg
Administered Bolus Dose The amount of insulin (in units) delivered as a meal bolus or correction bolus prior to calculation. U 0 – 15 U
Blood Glucose The current measured level of glucose in the blood. mg/dL 40 – 400 mg/dL
Target Blood Glucose The desired blood glucose level set within the APLS system parameters. mg/dL 80 – 140 mg/dL
Insulin Sensitivity Factor (ISF) The amount by which 1 unit of insulin is expected to lower blood glucose, measured in mg/dL per unit. This is highly individual. mg/dL / U 20 – 100 mg/dL / U
Correction Factor (CF) The ratio of glucose units (mg/dL) to insulin units (U). Calculated as ISF / 100. This represents how many mg/dL of glucose 1 unit of insulin corrects. mg/dL / U 0.2 – 1.0 mg/dL / U
APLS Weight A calculated factor representing the insulin dosage load relative to body weight, influenced by current glucose status and correction needs. U / kg 0.01 – 0.5 U / kg (Highly variable)

Practical Examples (Real-World Use Cases)

Example 1: High Blood Glucose Correction

Scenario: Sarah has just finished a meal and her APLS system indicates her blood glucose is 220 mg/dL. Her target is 120 mg/dL. She had previously administered a bolus dose of 3 units for her meal. Sarah weighs 60 kg and her ISF is 40 mg/dL/U (Correction Factor = 0.4).

Inputs:

  • Patient Weight: 60 kg
  • Administered Bolus Dose: 3 U
  • Blood Glucose: 220 mg/dL
  • Target Blood Glucose: 120 mg/dL
  • ISF: 40 mg/dL/U
  • Correction Factor (CF): 0.4 U / (100 mg/dL) *(Note: The calculator uses CF = ISF/100, so 40/100 = 0.4 for the calculation)*

Calculations:

  • Glucose Correction Needed = 220 – 120 = 100 mg/dL
  • Insulin Units for Correction = 100 mg/dL / 40 mg/dL/U = 2.5 U
  • Total Insulin Units = 3 U (bolus) + 2.5 U (correction) = 5.5 U
  • APLS Weight (Illustrative) = 5.5 U / 60 kg = 0.092 U/kg

Interpretation: Sarah's system needs to deliver an additional 2.5 units of insulin to correct her high glucose. The total insulin for this event (meal + correction) is 5.5 units. The calculated APLS weight of 0.092 U/kg indicates the relative insulin load for this specific situation.

Example 2: Glucose Near Target with Small Bolus

Scenario: John is about to eat a small snack. His glucose is currently 140 mg/dL, and his target is 120 mg/dL. He plans to administer a 1-unit bolus for the snack. John weighs 85 kg and his ISF is 50 mg/dL/U (Correction Factor = 0.5).

Inputs:

  • Patient Weight: 85 kg
  • Administered Bolus Dose: 1 U
  • Blood Glucose: 140 mg/dL
  • Target Blood Glucose: 120 mg/dL
  • ISF: 50 mg/dL/U
  • Correction Factor (CF): 0.5 U / (100 mg/dL) *(Note: The calculator uses CF = ISF/100, so 50/100 = 0.5 for the calculation)*

Calculations:

  • Glucose Correction Needed = 140 – 120 = 20 mg/dL
  • Insulin Units for Correction = 20 mg/dL / 50 mg/dL/U = 0.4 U
  • Total Insulin Units = 1 U (bolus) + 0.4 U (correction) = 1.4 U
  • APLS Weight (Illustrative) = 1.4 U / 85 kg = 0.016 U/kg

Interpretation: John's system will add 0.4 units of insulin to his planned 1-unit snack bolus, for a total of 1.4 units. The APLS weight is low (0.016 U/kg) because the glucose is only slightly elevated and the initial bolus is small.

How to Use This APLS Weight Calculator

This calculator is designed to provide a simplified estimation of APLS-related insulin calculations based on key physiological inputs. Follow these steps for accurate results:

  1. Enter Patient Weight: Input your weight in kilograms (kg). This is fundamental for dose normalization.
  2. Enter Administered Bolus Dose: If you have already administered insulin (e.g., for a meal), enter the total units here. If not, you can enter 0.
  3. Enter Current Blood Glucose: Input your most recent blood glucose reading in mg/dL. Ensure accuracy for reliable calculations.
  4. Enter Target Blood Glucose: Input your desired blood glucose level (mg/dL) as set in your APLS system or personal target range.
  5. Enter Insulin Sensitivity Factor (ISF): This is crucial and highly individual. It represents how many mg/dL 1 unit of insulin lowers your glucose. If unsure, consult your healthcare provider. The Correction Factor (CF) will be automatically derived or can be entered directly.
  6. Enter Correction Factor (CF): (Optional if ISF is entered) This is typically ISF divided by 100. It represents the direct ratio of insulin units to glucose correction in mg/dL.

How to Read Results:

  • Calculated APLS Weight: This primary result gives you an idea of the insulin dosage relative to body weight (U/kg) based on the current scenario. Remember, this is an illustrative metric.
  • Glucose Correction Needed: Shows the difference between your current and target blood glucose, indicating the magnitude of the glucose issue.
  • Insulin Units for Correction: The estimated insulin units required to bring your glucose from the current level down to the target level.
  • Total Insulin Units: The sum of your initial bolus and the calculated correction insulin. This represents the total insulin dose considered in this calculation.

Decision-Making Guidance: Use the "Insulin Units for Correction" and "Total Insulin Units" as reference points. Always cross-reference with your APLS system's recommendations and consult your endocrinologist or diabetes care team before making significant adjustments to your insulin regimen. This tool is for informational purposes and not a substitute for professional medical advice or the APLS system's built-in logic. Reviewing the dynamic chart can help visualize how changes in inputs affect outputs.

Key Factors That Affect APLS Weight Results

The calculation of APLS weight and the resulting insulin doses are influenced by numerous factors. Understanding these can help in interpreting the results and troubleshooting.

  • Patient Weight: As seen in the formula, patient weight directly normalizes the insulin dose. A higher weight generally requires more insulin for the same correction factor. This is why APLS weight is often expressed in U/kg.
  • Current Blood Glucose vs. Target Blood Glucose: The difference between these two values is the primary driver for correction insulin. A larger gap necessitates a larger correction dose.
  • Insulin Sensitivity Factor (ISF): This is perhaps the most personal and variable factor. It reflects how effectively the patient's body responds to insulin at a given moment. Factors like illness, stress, exercise, and hormones can significantly alter ISF, changing the amount of insulin needed.
  • Insulin on Board (IOB): Advanced APLS systems account for insulin still active in the body from previous doses. If IOB is high, the system may reduce or withhold new correction doses to prevent hypoglycemia. This calculator does not directly account for IOB but the "Administered Bolus Dose" is a proxy for insulin actively working.
  • Carbohydrate Ratio (ICR): While not directly in the APLS Weight formula shown, the ICR is crucial for calculating the initial meal bolus. An incorrect ICR leads to a higher starting point (Administered Bolus Dose), indirectly affecting the total insulin calculated.
  • Meal Composition and Timing: High-fat or high-protein meals can lead to delayed glucose absorption, requiring different insulin strategies (e.g., extended boluses) than simple carbohydrate meals. The timing of the bolus relative to the meal also impacts effectiveness.
  • Activity Levels: Exercise generally increases insulin sensitivity, meaning less insulin is needed or insulin works more effectively. APLS systems may adjust automatically or require manual input regarding activity.
  • Illness and Stress: Hormones released during sickness or stress (like cortisol and adrenaline) can increase insulin resistance, requiring higher insulin doses.
  • Time of Day: Insulin sensitivity can fluctuate throughout the day due to circadian rhythms.
  • Site Issues: Problems with the insulin infusion set or CGM sensor can lead to inaccurate readings or poor insulin absorption, affecting all calculations.

Frequently Asked Questions (FAQ)

Q1: What is the primary goal of APLS weight calculation?

The primary goal is to ensure the Artificial Pancreas system delivers an appropriate amount of insulin based on real-time physiological data, balancing the need for correction with previously administered doses and patient characteristics, ultimately aiming to maintain blood glucose within the target range.

Q2: Is the APLS weight calculation the same as my Insulin to Carb Ratio (ICR)?

No. The ICR is used to calculate insulin doses for carbohydrates in meals. The APLS weight calculation, especially in the context of correction, focuses on bringing down elevated blood glucose levels. While both use insulin units, their purpose and calculation basis differ. This tool's primary output reflects a normalized dose influenced by correction needs.

Q3: How often should my ISF or Correction Factor be updated?

Your ISF and Correction Factor are highly personal and can change frequently due to factors like illness, exercise, stress, or hormonal changes. It's recommended to review and potentially update these parameters with your healthcare provider regularly, perhaps every few months, or whenever you notice significant changes in your glucose control.

Q4: Can this calculator replace my APLS system's algorithm?

Absolutely not. This calculator provides a simplified view and estimation. Actual APLS systems employ sophisticated, dynamic algorithms that often include predictive modeling, Insulin on Board (IOB) calculations, and consideration of multiple physiological inputs. Always rely on your prescribed APLS system for insulin delivery decisions.

Q5: What does a high "APLS Weight" (U/kg) typically indicate?

A high APLS weight (in U/kg) suggests that, relative to the patient's body mass, a significant amount of insulin is being considered or administered, either due to a large correction need, a substantial prior bolus, or a combination thereof. It highlights a situation requiring careful glucose management.

Q6: What if my Blood Glucose is lower than my Target?

If your Blood Glucose is lower than your Target Blood Glucose, the "Glucose Correction Needed" will be negative. The calculator will show 0 units for "Insulin Units for Correction" and the "Total Insulin Units" will simply be the "Administered Bolus Dose." This prevents the system from recommending further insulin when glucose is already low.

Q7: Does patient weight matter if I'm only correcting for high glucose?

Yes, patient weight is crucial for appropriate insulin dosing, even during correction. Insulin sensitivity (and therefore the amount of insulin needed per unit of glucose corrected) is often related to body mass. Expressing insulin doses relative to weight (e.g., U/kg) helps standardize recommendations across different individuals and ensures that the dose is appropriately scaled.

Q8: How does the Correction Factor (CF) relate to the ISF?

The Correction Factor (CF) is essentially the ISF expressed in a different unit convention often used in diabetes management. Typically, CF = ISF / 100. For example, if your ISF is 50 mg/dL per unit of insulin, your CF is 0.5 mg/dL per unit of insulin. The calculator can use either, deriving one from the other for consistency.

Related Tools and Internal Resources

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var chartInstance = null; // Global variable to hold chart instance function validateInput(id, min, max, errorMessageElementId, isRequired = true) { var inputElement = document.getElementById(id); var value = parseFloat(inputElement.value); var errorElement = document.getElementById(errorMessageElementId); var isValid = true; errorElement.textContent = "; // Clear previous error if (isRequired && (inputElement.value === null || inputElement.value.trim() === ")) { errorElement.textContent = 'This field is required.'; isValid = false; } else if (!isNaN(value)) { if (min !== null && value max) { errorElement.textContent = 'Value cannot be greater than ' + max + '.'; isValid = false; } } else if (inputElement.value !== ") { // If not required and empty, it's fine. Only error if not empty and not a number. errorElement.textContent = 'Please enter a valid number.'; isValid = false; } // Specific validation for Correction Factor if ISF is also present if (id === "correctionFactor") { var isfInput = document.getElementById("insulinSensitivityFactor"); if (isfInput.value.trim() !== "" && inputElement.value.trim() !== "") { var isfValue = parseFloat(isfInput.value); var cfValue = parseFloat(inputElement.value); var expectedCf = isfValue / 100; if (Math.abs(cfValue – expectedCf) > 0.01) { // Allow for minor floating point differences errorElement.textContent = 'CF should typically be ISF/100. Expected around ' + expectedCf.toFixed(2) + '.'; // This is more of a warning, doesn't necessarily invalidate other calculations immediately if user insists. } } } if (id === "insulinSensitivityFactor") { var cfInput = document.getElementById("correctionFactor"); if (cfInput.value.trim() !== "" && inputElement.value.trim() !== "") { var isfValue = parseFloat(inputElement.value); var cfValue = parseFloat(cfInput.value); var expectedCf = isfValue / 100; if (Math.abs(cfValue – expectedCf) > 0.01) { errorElement.textContent = 'ISF should typically be CF*100. Expected around ' + (cfValue * 100).toFixed(1) + '.'; } } } return isValid; } function calculateAPLSWeight() { // Input validation var isValidPatientWeight = validateInput('patientWeightKg', 1, 500, 'patientWeightKgError'); var isValidBolusDose = validateInput('bolusDoseMg', 0, 100, 'bolusDoseMgError'); var isValidBloodGlucose = validateInput('bloodGlucoseMgDl', 0, 1000, 'bloodGlucoseMgDlError'); var isValidTargetGlucose = validateInput('targetBloodGlucoseMgDl', 0, 500, 'targetBloodGlucoseMgDlError'); var isValidISF = validateInput('insulinSensitivityFactor', 1, 200, 'insulinSensitivityFactorError'); var isValidCF = validateInput('correctionFactor', 0.01, 5, 'correctionFactorError'); if (!isValidPatientWeight || !isValidBolusDose || !isValidBloodGlucose || !isValidTargetGlucose || !isValidISF || !isValidCF) { // If any input is invalid, clear results document.getElementById('aplsWeightResult').textContent = '–'; document.getElementById('glucoseCorrectionNeeded').textContent = '–'; document.getElementById('insulinUnitsForCorrection').textContent = '–'; document.getElementById('totalInsulinUnits').textContent = '–'; updateChart([], []); // Clear chart return; } var patientWeightKg = parseFloat(document.getElementById('patientWeightKg').value); var bolusDoseMg = parseFloat(document.getElementById('bolusDoseMg').value); // Assuming this is already in Units, if mg needs conversion, adjust here. Let's assume it's Units for simplicity of APLS. var bloodGlucoseMgDl = parseFloat(document.getElementById('bloodGlucoseMgDl').value); var targetBloodGlucoseMgDl = parseFloat(document.getElementById('targetBloodGlucoseMgDl').value); var insulinSensitivityFactor = parseFloat(document.getElementById('insulinSensitivityFactor').value); var correctionFactor = parseFloat(document.getElementById('correctionFactor').value); // This is often ISF/100 // Intermediate Calculations var glucoseCorrectionNeeded = bloodGlucoseMgDl – targetBloodGlucoseMgDl; var insulinUnitsForCorrection = 0; var totalInsulinUnits = bolusDoseMg; // Start with the already administered dose if (glucoseCorrectionNeeded > 0) { // Use Correction Factor (CF) if available and valid if (!isNaN(correctionFactor) && correctionFactor > 0) { insulinUnitsForCorrection = glucoseCorrectionNeeded * correctionFactor; } else if (!isNaN(insulinSensitivityFactor) && insulinSensitivityFactor > 0) { // Fallback to using ISF if CF is not directly usable or provided insulinUnitsForCorrection = glucoseCorrectionNeeded / insulinSensitivityFactor; } else { // Handle case where neither CF nor ISF is usable for correction calculation insulinUnitsForCorrection = 0; // Or set an error state / specific message } } else { insulinUnitsForCorrection = 0; // No correction needed if glucose is at or below target } // Ensure insulinUnitsForCorrection is not negative insulinUnitsForCorrection = Math.max(0, insulinUnitsForCorrection); totalInsulinUnits = bolusDoseMg + insulinUnitsForCorrection; // Primary Result Calculation (Illustrative APLS Weight) var aplsWeight = 0; if (patientWeightKg > 0) { aplsWeight = totalInsulinUnits / patientWeightKg; } // Display Results document.getElementById('glucoseCorrectionNeeded').textContent = glucoseCorrectionNeeded.toFixed(1); document.getElementById('insulinUnitsForCorrection').textContent = insulinUnitsForCorrection.toFixed(2); document.getElementById('totalInsulinUnits').textContent = totalInsulinUnits.toFixed(2); document.getElementById('aplsWeightResult').textContent = aplsWeight.toFixed(3); // Update Chart updateChart( [bolusDoseMg, insulinUnitsForCorrection, totalInsulinUnits], ['Initial Bolus', 'Correction Insulin', 'Total Insulin'] ); } function resetCalculator() { document.getElementById('patientWeightKg').value = '70'; document.getElementById('bolusDoseMg').value = '0'; // Typically start with 0 if just calculating correction document.getElementById('bloodGlucoseMgDl').value = '180'; document.getElementById('targetBloodGlucoseMgDl').value = '120'; document.getElementById('insulinSensitivityFactor').value = '50'; // Typical ISF document.getElementById('correctionFactor').value = '0.5'; // Derived from ISF=50 // Clear error messages document.getElementById('patientWeightKgError').textContent = "; document.getElementById('bolusDoseMgError').textContent = "; document.getElementById('bloodGlucoseMgDlError').textContent = "; document.getElementById('targetBloodGlucoseMgDlError').textContent = "; document.getElementById('insulinSensitivityFactorError').textContent = "; document.getElementById('correctionFactorError').textContent = "; calculateAPLSWeight(); // Recalculate with default values } function copyResults() { var aplsWeight = document.getElementById('aplsWeightResult').textContent; var glucoseCorrectionNeeded = document.getElementById('glucoseCorrectionNeeded').textContent; var insulinUnitsForCorrection = document.getElementById('insulinUnitsForCorrection').textContent; var totalInsulinUnits = document.getElementById('totalInsulinUnits').textContent; var patientWeight = document.getElementById('patientWeightKg').value; var bolusDose = document.getElementById('bolusDoseMg').value; var currentBG = document.getElementById('bloodGlucoseMgDl').value; var targetBG = document.getElementById('targetBloodGlucoseMgDl').value; var isf = document.getElementById('insulinSensitivityFactor').value; var cf = document.getElementById('correctionFactor').value; var copyText = "— APLS Weight Calculation Results —\n\n"; copyText += "Key Inputs:\n"; copyText += "- Patient Weight: " + patientWeight + " kg\n"; copyText += "- Administered Bolus Dose: " + bolusDose + " U\n"; copyText += "- Current Blood Glucose: " + currentBG + " mg/dL\n"; copyText += "- Target Blood Glucose: " + targetBG + " mg/dL\n"; copyText += "- Insulin Sensitivity Factor (ISF): " + isf + " mg/dL/U\n"; copyText += "- Correction Factor (CF): " + cf + " (mg/dL/U)\n\n"; copyText += "Calculated Values:\n"; copyText += "- Glucose Correction Needed: " + glucoseCorrectionNeeded + " mg/dL\n"; copyText += "- Insulin Units for Correction: " + insulinUnitsForCorrection + " U\n"; copyText += "- Total Insulin Units (Bolus + Correction): " + totalInsulinUnits + " U\n\n"; copyText += "Primary Result:\n"; copyText += "- Calculated APLS Weight (Illustrative): " + aplsWeight + " U/kg\n"; // Use navigator.clipboard if available, fallback to prompt if (navigator.clipboard && navigator.clipboard.writeText) { navigator.clipboard.writeText(copyText).then(function() { alert('Results copied to clipboard!'); }).catch(function(err) { console.error('Failed to copy text: ', err); // Fallback prompt if clipboard API fails prompt("Copy the following text:", copyText); }); } else { // Fallback for older browsers var textArea = document.createElement("textarea"); textArea.value = copyText; textArea.style.position = "fixed"; // Avoid scrolling to bottom textArea.style.left = "-9999px"; textArea.style.top = "-9999px"; document.body.appendChild(textArea); textArea.focus(); textArea.select(); try { var successful = document.execCommand('copy'); var msg = successful ? 'successful' : 'unsuccessful'; console.log('Fallback: Copying text command was ' + msg); alert('Results copied to clipboard!'); } catch (err) { console.error('Fallback: Oops, unable to copy', err); alert('Failed to copy results automatically. Please copy manually.'); } document.body.removeChild(textArea); } } function updateChart(dataValues, dataLabels) { var canvas = document.getElementById('aplsChart'); var ctx = canvas.getContext('2d'); // Destroy previous chart instance if it exists if (chartInstance) { chartInstance.destroy(); } // Define colors consistent with the theme var primaryColor = '#004a99'; var successColor = '#28a745'; var secondaryColor = '#6c757d'; var chartData = { labels: dataLabels, datasets: [{ label: 'Insulin Units', data: dataValues, backgroundColor: [ primaryColor, successColor, secondaryColor ], borderColor: [ primaryColor, successColor, secondaryColor ], borderWidth: 1 }] }; chartInstance = new Chart(ctx, { type: 'bar', // Use bar chart for discrete values data: chartData, options: { responsive: true, maintainAspectRatio: false, scales: { y: { beginAtZero: true, title: { display: true, text: 'Insulin Units (U)' } } }, plugins: { title: { display: true, text: 'Insulin Dose Breakdown' }, legend: { display: true, position: 'top', } } } }); } // Initial calculation on page load window.onload = function() { resetCalculator(); // Load with default values and calculate // Explicitly call updateChart with empty data if resetCalculator doesn't call it implicitly if (!chartInstance) { // Ensure chart is initialized even if resetCalculator does not trigger it if inputs are empty updateChart([], []); } }; // Need to include Chart.js library for the chart to work. // In a real implementation, you'd include this via a script tag. // For this self-contained HTML, we'll simulate its presence. // If running this code directly, ensure Chart.js is loaded. // Example: // Mock Chart.js if it's not available (for structure validation) if (typeof Chart === 'undefined') { console.warn("Chart.js library not found. Chart will not render."); window.Chart = function() { this.destroy = function() {}; // Mock destroy method console.log("Mock Chart constructor called."); }; window.Chart.defaults = {}; // Mock defaults window.Chart.controllers = {}; // Mock controllers window.Chart.register = function() {}; // Mock register }

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