Analyze chronic trends
Interpret bloodwork trends against normal ranges with a CER and evaluate data limits.
CER arguing whether the simulated patient's chronic condition is improving or worsening, using the Wednesday time-series graph as evidence and explaining why the trend is more informative than a single reading.
- 1Do thisInterpret bloodwork trends against normal ranges with a CER and evaluate data limits.
- 2Use this resource
- 3Submit thisCER: CER arguing whether the simulated patient's chronic condition is improving or worsening, using the Wednesday time-series graph as evidence and explaining why the trend is more informative than a single reading.
- 4Submit it here
- 1CMSD website. Go to clevelandmetroschools.org and click the Clever button.
- 2Clever. Clever opens. Sign in if it asks.
- 3Microsoft (district) login. Use your district Microsoft account (the one for school).
- 4Schoology. Open Schoology, then your class, then Assignments, and find the file named below.
The file to submit is named: Principles of Biomedical Technology (Principles of Biomedical Science) › Unit 2.1 Clinical Data: Routine bloodwork, chronic disease monitoring, telehealth, wearables, remote monitoring. › CEROpen Schoology
Read to prepare for today
Vetted sources picked for today's question. Skim these before you take a position or start the work, so your argument and evidence are grounded.
- CER:
- Claim, Evidence, Reasoning — make a claim, back it with evidence, explain your reasoning.
- SOP:
- Standard Operating Procedure — the exact steps to follow (especially in a lab).
- Tracker:
- Your PLTW progress log where you record completed evidence.
- myPLTW:
- The PLTW course site where you do the online activities — you open it through Schoology.
Minute-by-minute · 80-minute block
💡 Big idea: Trend analysis transforms a column of numbers into a clinical narrative about whether a patient is getting better, worse, or staying stable.
- 0:00Return Wednesday graphs; as a class, describe the trend for one marker using direction, rate, and range relationship
- 0:12Students describe the trend for their chosen marker in their own words in the notebook
- 0:22CER writing: claim (improving or worsening), evidence (specific trend description with data points), reasoning (why trend beats a single reading)
- 0:48Identify two variables that could affect the marker (e.g., diet, exercise, medication compliance)
- 1:02State one limitation of wearable or self-reported data for chronic-disease monitoring
- 1:10Pair-share CERs; preview Friday submission
- • You graphed the data yesterday. Today you read the story it tells. Is this patient's glucose going up, down, or staying the same? Are they responding to treatment, or is their condition worsening?
- • We are going to practice describing a trend: direction, rate, and relationship to the normal range boundary. These are the three things a clinician says when they look at a patient's longitudinal data.
- • Then you will write a CER arguing whether this patient's chronic condition is improving or worsening. Your evidence is the graph. Your reasoning explains why the trend, not any single reading, is the real evidence.
- • We will end by discussing the limitation of wearable and self-reported data, which is increasingly common in chronic-disease monitoring but has its own accuracy problems.
- 1Compare each marker's trend to its normal range over time.
- 2Write a CER: is this patient's chronic condition improving or worsening?
- 3Explain how a single reading could mislead vs. a trend.
- 4Identify two variables that could affect a blood marker.
- 5State one limitation of wearable or self-reported data.
- • I can interpret longitudinal trends against ranges.
- • I can explain why trends beat single readings.
- • A trend is described by its direction (increasing, decreasing, stable), rate of change (gradual vs. rapid), and relationship to the normal range boundary.
- • A single high reading might reflect a bad day, a recent meal, or lab error; a trend of consistently elevated readings over six months indicates a chronic condition.
- • Two variables that commonly affect blood glucose are diet and exercise in the 24 hours before the test; cholesterol is affected by fasting status at the time of the draw.
Your PLTW work today
Unit 2.1 Clinical Data: Routine bloodwork, chronic disease monitoring, telehealth, wearables, remote monitoring. · Analyze chronic trends
Day 4 of this lesson. Open this exact section in myPLTW (reached through Schoology), then do the work below.
Do this: In myPLTW, complete the Lesson 2.1 Talk to Your Doc clinical-data trend-analysis reflection in the lab activity.
Mark the Lesson 2.1 trend-analysis reflection complete in myPLTW.
You graphed the data Wednesday. By the end of today your CER and the trend description should both be done.
Completed CER with trend description and at least one data point cited as evidence.
All PLTW activities are completed inside the PLTW course environment — this page only gives direction. Submit producibles on Schoology.
Today's PLTW tracker
Check things off as you work, then submit. This tells Mr. Mendoza how you're doing so he can help the class. It does not replace turning in your producible on Schoology.
Use the code Mr. Mendoza gave you, not your name. Saved on this device.
Unit 2.1 Clinical Data: Routine bloodwork, chronic disease monitoring, telehealth, wearables, remote monitoring. · Analyze chronic trends
In myPLTW, complete the Lesson 2.1 Talk to Your Doc clinical-data trend-analysis reflection in the lab activity.
You graphed the data Wednesday. By the end of today your CER and the trend description should both be done.
This is how Mr. Mendoza sees the class keeping pace with PLTW. Be honest, it only helps if it is accurate.
🎯 Interpret bloodwork trends against normal ranges with a CER and evaluate data limits.
- Compare each marker's trend to its normal range over time.
- Write a CER: is this patient's chronic condition improving or worsening?
- Explain how a single reading could mislead vs. a trend.
- Identify two variables that could affect a blood marker.
- State one limitation of wearable or self-reported data.
CER: CER arguing whether the simulated patient's chronic condition is improving or worsening, using the Wednesday time-series graph as evidence and explaining why the trend is more informative than a single reading.
Submit on SchoologyUpload by 11:29 PM for full credit.
| Task | Who |
|---|---|
| Compare each marker's trend to its normal range over time. | _______ |
| Write a CER: is this patient's chronic condition improving or worsening? | _______ |
| Explain how a single reading could mislead vs. a trend. | _______ |
| Identify two variables that could affect a blood marker. | _______ |
| State one limitation of wearable or self-reported data. | _______ |
Working solo? Put your own name in "Who" for every row.
- I can interpret longitudinal trends against ranges.
- I can explain why trends beat single readings.
Resources & readings
Hand-picked materials for this lesson. Class file items open the document directly; the rest are vetted readings and interactives from other biomedical programs.
Lab & supplies
WebXam practice
Cumulative WebXam review
A quick mixed-review pulling questions from earlier units plus today, so the WebXam material stays fresh.
Where this leads — careers
What today's skills lead to. These are real health-science careers this course builds toward. Tap one to see, on the US Department of Labor's O*NET site, what the job actually involves, what it pays, and how fast it is growing.
What to do if you were absent
Today is individual PLTW work, so do exactly what we did in class, from home: complete the same PLTW target above, then submit your CER.
Open Schoology (CMSD) and keep goingHow to get there: open the CMSD website, click Clever, sign in with your Microsoft (district) account, then open Schoology from Clever.
Class still runs. Complete the online activity above (it's self-guided). Need the concept taught without a teacher? Use this authoritative explainer:
MedlinePlus: Laboratory Tests- CompleteEvery required part of the artifact is present, nothing left blank.
- AccurateThe science and the data are correct and match the evidence.
- Scientific reasoningYou explain your claim with evidence and reasoning (CER), not just an answer.
- Professional communicationClear, organized, labeled, and written the way a clinician or scientist would.
- SubmittedTurned in the right way (Schoology for routine work) and confirmed.
Drop your Mon, Oct 12, 2026 · Analyze chronic trends here. Use a clear file name (your initials + project). Routine work still goes to Schoology (via the CMSD portal).
Upload a project
