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+ This repository is dual-licensed by content type.
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+
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+ ================================================================================
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+ SOFTWARE -> Apache License 2.0
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+ ================================================================================
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+ Applies to: scripts/, *.ipynb (sft_train, rl_train, valuesets_ablation),
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+ schema/*.sql
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+
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+ Copyright 2026 Adel Elsayed
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+
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+ Licensed under the Apache License, Version 2.0 (the "License"); you may not use
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+ these files except in compliance with the License. You may obtain a copy of the
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+ License at
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+
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+ http://www.apache.org/licenses/LICENSE-2.0
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+
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+ Unless required by applicable law or agreed to in writing, software distributed
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+ under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
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+ CONDITIONS OF ANY KIND, either express or implied. See the License for the
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+ specific language governing permissions and limitations under the License.
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+
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+ Full text: https://www.apache.org/licenses/LICENSE-2.0.txt
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+
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+ Apache-2.0 is used for the code because Creative Commons licenses are not
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+ intended for software and provide no patent grant.
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+
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+ ================================================================================
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+ PAPER, DOCUMENTATION AND DATA -> Creative Commons Attribution 4.0 International
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+ ================================================================================
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+ Applies to: PAPER.md, README.md, DESIGN.md, METHODOLOGY_LOG.md, MODEL_CARD.md,
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+ CITATIONS.md, data/, results/
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+
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+ Copyright 2026 Adel Elsayed
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+
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+ You are free to share (copy and redistribute in any medium or format) and adapt
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+ (remix, transform, build upon) for any purpose, including commercially, provided
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+ you give appropriate credit, link to the license, and indicate if changes were
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+ made.
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+
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+ Full legal text: https://creativecommons.org/licenses/by/4.0/legalcode
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+
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+ ================================================================================
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+ THIRD-PARTY
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+ ================================================================================
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+ Third-party dependencies retain their own licenses:
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+ - Synthea (Apache-2.0) -- https://github.com/synthetichealth/synthea
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+ - Qwen2.5-Coder-14B-Instruct -- see the model's license on Hugging Face
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+ - DuckDB (MIT), Transformers (Apache-2.0), PEFT (Apache-2.0) -- see their
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+ respective repositories
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+
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+ The corpus in data/ is generated entirely from Synthea synthetic patients and
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+ contains no real patient data.
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+
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+ See CITATIONS.md for the full list of external works this project builds on.