substrate judgment · module 16

Health Metrics

The device shows a number. Your body told you first. Are you listening?

Health, body awareness and smart tracking

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Core

Smartwatches and health apps can make you data-literate, and also data-dependent. Here you compare measurements against your own bodily sense and ask what does not get measured.

Before you startBefore you start: the human anchor is about your thinking, not spelling, presentation or a perfect result. You may use dictation or speech-to-text if that suits you better, and it is fine to make mistakes. Choose an example you feel comfortable sharing. In the algorithmic pivot, you may use any AI tool; a free account is enough and you do not need a subscription.

Human Anchor

Write the first part of the project without AI. The goal is to establish a human baseline that can later be compared with algorithmic analysis. The text should be personal, grounded in your own experience, and detailed enough so that AI cannot simply replace it with a generic summary.

Describe your daily routine, sleep, exercise, diet, or the body data you track. Write about how you perceive your energy, stress, fatigue, and recovery without starting with numbers from a device.

Scope

  • 1,000 words minimum, unless the teacher decides on a shorter test version.
  • No AI, no automated rewriting, and no machine translation.
  • Use your own examples, your own words, and clearly state any uncertainty where it exists.

Include This

  • What you know or assume before the AI is introduced to the task.
  • What experience, memory, physical observation, or localized knowledge shapes your perspective.
  • Which three questions you want the AI to challenge in the next step.

Assessment

The teacher does not assess whether the text is perfect. They assess whether the human voice, the student's own judgment, and real-world context are clear enough to withstand the algorithmic output later in the project.

Algorithmic Pivot

Have the AI design an optimized lifestyle, exercise, or nutrition model based on data from a smartwatch or your own description. Ask it to assess sleep, strain, recovery, and central nervous system fatigue.

Fyrirspurn til gervigreindar

This is a ready-made frame to use in Step 2. It disciplines the AI by giving it a role, a task, constraints and verification questions, instead of a free-form chat. Copy it, try it, and adapt it to your own project.

Role
You are a critical assistant in the Tækniseigla category Health Metrics. Your task is to broaden the student's analysis without taking the responsibility away from them.
Task
Analyze the difference between body awareness and data-driven health optimization.
Constraints
  • Do not provide medical advice or diagnose illnesses.
  • Distinguish metric data from the student's subjective experience.
  • Flag when a recommendation requires a healthcare professional or a coach.
Verification questions
3 verification questions are included in the copied prompt. You answer them in step 3.

Fiduciary Anchor

The accountability document is the final gate of the project. Here you show that you can use AI without hiding behind it. All claims that survive in the final product require verification, a clear disclaimer, or a conscious rejection.

Show where the statistics suppress physical self-awareness. In the accountability document you name what the watch measures poorly or not at all: stress, mental fatigue, illness, social strain, or impaired recovery.

1. AI Process

Record which tool was used, which prompts were tested, what changed between versions, and which parts of the output initially seemed convincing.

2. Verification

Use at least three independent pillars depending on the nature of the project: a primary source, public data, an academic source, your own calculation, physical testing, expert assessment, or comparison with human experience.

3. Errors and Blind Spots

Answer these questions:

  • What important fatigue does not appear in the numbers?
  • Where does the AI interpret a measurement as a cause rather than an indicator?
  • What decision should you base on your own body rather than on an app?

4. Rejection

Name at least two points that you reject from the AI output. Explain whether they were incorrect, unproven, ethically weak, too general, or simply not in line with your human anchor.

5. Accountability Statement

Conclude with a short statement in the first person: what you take responsibility for, what you do not yet know, and what decision you would not delegate to AI.

Now it is your turn. The exercise is the bridge between step 2 and step 3.

Go to exercise

For teachers, competency line: Substrate judgment

That is the whole module: anchor, pivot, accountability. The work itself happens off this page.

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