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# Threshold-conversion reproduction: raw summary
- generated: 2026-10-20T21:56:54.814551+00:00
- upstream repo: https://github.com/isllabres/python-multiagent-system
- execution fork: https://github.com/jomasego/python-multiagent-system
- branch: `orx/tabular-classifiers-and-the-max-f1-0-5-conversio`
- commit: `72cceab1c53dc3669430cc937d2b316a08dbb51a`
- device: auto (text=cpu, vision=mps if available, digits=cpu)
## Theory

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