Additional headers can be found here: https://suntheticsml.quarto.pub/platform_redesign_wireframe/modeling/explain-variable-importance.html

Global Importance, Local Importance, Variable Interactions

For the platform, there are also other headers in this wireframe:https://suntheticsml.quarto.pub/platform_redesign_wireframe/modeling/explore-predictive-space.html

I don't have all the graphs from the platform, and some won't be shown for the automated report, so it is good to review these as well.

There are: Global Prediction Summaries, Single-Variable Exploration, Multi-Variable Exploration, and Interactive Predictions.

Leave annotated notes for the team using Hypothesis.

The Iteration history data and visualizations would go here.

Idea for expansion of Model Insights

Possible new workflow gets it's own main section.

In addition, we should set guidelines for plot and table captions:

Purpose: What should I take away from this? (Key insight, interpretation, or implication)

✨ Caption Guidelines

✅ 1. State the Main Insight

Captions should communicate the most important message the plot or table is trying to convey — e.g., a trend, anomaly, or decision-relevant takeaway.

Example (for a prediction error plot): “Model error is highest for low-yield regions, suggesting greater uncertainty when predictions are far from the mean.”

⸻

✅ 2. Reference Key Variables

Reinforce which inputs, outputs, or dimensions are most relevant.

Example: “Boiling point predictions depend heavily on molecular weight and hydrogen bonding capacity.”

⸻

✅ 3. Describe the Implication or Next Step (Optional, but powerful)

If the visualization is meant to support an action or decision, the caption can prompt or hint at that next move.

Example: “These results suggest additional experiments in the high-temperature region may improve model certainty.”

Summary

Your captions should: • Interpret, not describe • Guide, not overwhelm • Complement the title and subtitle hierarchy

This is tbd

This is the only thing new item added here basically. I didn't try recreating plots and tabs in other examples because it would take too much time....

TBD means "to be determined" such that this item is not on the platform right now.

This section is a possible expansion.

This section is a possibility for the future!

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Hoping this works!!!!