Observed arrival · 2026-09-22
MoleculeStat, a Statistical Workflow That Shows Its Work
MoleculeStat assembles statistical methods from the shape of a dataset, checks their assumptions, and verifies results against R without calling an AI model.
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- Researchers choosing methods for messy tabular data
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- The example table yields 47 assembled methods, 40 ready to run, and 201 possible scenarios.
Field notes
The workflow begins by classifying columns and exposing distributions, outliers, and missingness before selecting a method. For the displayed example, it narrows 47 assembled methods to 40 that fit the table and labels the remainder with concrete exclusions such as a non-binary outcome or missing time index. Results include intervals, coefficient plots, and seven post-fit assumption checks, with suggested remedies when checks fail.
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