Regression & Modeling · TOOL GUIDE

Classification Screening

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Understand the method. Use it with confidence.

Screen categorical targets with baseline classification models. Quantly runs the method against your active analysis context and returns structured results for review and interpretation.

01

When to use it

Use this tool to quantify relationships, explain variation, or predict an outcome from one or more features.
Use it only when the selected variables and study design match the method's requirements.

02

How to use it

  1. Open the tool from the Quantly Tools panel.
  2. Confirm the active dataset and analysis session.
  3. Set Candidate Targets (Optional): Categorical target columns to screen. Leave blank to use suitable categorical columns.
  4. Set Feature Columns (Optional): Feature columns to use. Leave blank to use all non-target columns.
  5. Set Maximum Targets (Optional): Maximum candidate target columns to screen.
  6. Set Maximum Features (Optional): Maximum features to use for each screened target.
  7. Set Maximum Classes (Optional): Skip targets with too many classes for broad screening.
  8. Review optional or advanced settings and keep defaults unless your design requires a change.
  9. Run the tool, inspect warnings and diagnostics, then save or export the result with its assumptions.
03

How to interpret results

Review coefficients or feature effects, uncertainty, validation metrics, residual diagnostics, and leakage risk. Association is not causation, and performance should be evaluated on data not used for fitting.