Mastodawn

@3mpwrApp built a machine learning (ML) system that classified 50,161 Ontario tribunal decisions across 6 tribunals.

Initial results show 85.1% classification success.
We’re now manually reviewing 592 decisions to validate real-world accuracy.

Below 70%: improve the model.
Above 70%: publish the validation report.

Transparency matters. Better data. Better access to justice.

@3mpwrApp built this ML system to reduce one of the biggest barriers to justice: unknown outcomes.

By analyzing 50,000+ Ontario tribunal decisions, we’re uncovering patterns to reduce uncertainty and improve access to justice.

Less uncertainty. Better data. Better outcomes.