This repository is dual-licensed by content type.

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SOFTWARE  ->  Apache License 2.0
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Applies to: scripts/, *.ipynb (sft_train, rl_train, valuesets_ablation),
            schema/*.sql

Copyright 2026 Adel Elsayed

Licensed under the Apache License, Version 2.0 (the "License"); you may not use
these files except in compliance with the License. You may obtain a copy of the
License at

    http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software distributed
under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
CONDITIONS OF ANY KIND, either express or implied. See the License for the
specific language governing permissions and limitations under the License.

Full text: https://www.apache.org/licenses/LICENSE-2.0.txt

Apache-2.0 is used for the code because Creative Commons licenses are not
intended for software and provide no patent grant.

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PAPER, DOCUMENTATION AND DATA  ->  Creative Commons Attribution 4.0 International
================================================================================
Applies to: PAPER.md, README.md, DESIGN.md, METHODOLOGY_LOG.md, MODEL_CARD.md,
            CITATIONS.md, data/, results/

Copyright 2026 Adel Elsayed

You are free to share (copy and redistribute in any medium or format) and adapt
(remix, transform, build upon) for any purpose, including commercially, provided
you give appropriate credit, link to the license, and indicate if changes were
made.

Full legal text: https://creativecommons.org/licenses/by/4.0/legalcode

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THIRD-PARTY
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Third-party dependencies retain their own licenses:
- Synthea (Apache-2.0) -- https://github.com/synthetichealth/synthea
- Qwen2.5-Coder-14B-Instruct -- see the model's license on Hugging Face
- DuckDB (MIT), Transformers (Apache-2.0), PEFT (Apache-2.0) -- see their
  respective repositories

The corpus in data/ is generated entirely from Synthea synthetic patients and
contains no real patient data.

See CITATIONS.md for the full list of external works this project builds on.