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Releases: Upstream-Intelligence/upstream-community

v0.1.0: Public beta

25 Apr 04:58
@byteworthy byteworthy
v0.1.0
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v0.1.0: Public beta Latest
Latest

First public beta release of the Upstream community ML reference implementations.

What is in this release

  • 7 reference Python modules: CARC parsing, denial prediction, drift detection, payer clustering, dental clustering, ABA auth predictor, payer behavior detector
  • 2 Jupyter notebook walkthroughs
  • Synthetic claim schema generator
  • Full pytest coverage
  • CITATION.cff for academic citation
  • MIT license

What is not in this release

Production model weights, the live behavioral graph, real time 835 ingestion, and customer specific tenant logic remain private. This release teaches the methodology. The platform applies it at scale.

Install

git clone https://github.com/Upstream-Intelligence/upstream-community
cd upstream-community
pip install -r requirements.txt

Python 3.10 or later recommended.

Citation

If you use this in research, see CITATION.cff for the citation format. GitHub auto-renders a 'Cite this repository' button.

Feedback

Open an issue or email hello@upstream.cx

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