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| tags: | |
| - research | |
| - numpy | |
| - source-derived | |
| # rhythm-source-predictor-cp08 | |
| 10 source features; retained state, guard and response estimators. | |
| ## Status | |
| Private staging package, not yet uploaded to Hugging Face. This package does not grant a public license. Read LICENSE_STATUS.md. No training was performed by this packaging continuation. | |
| ## Files and execution | |
| `parameters/parameters.npz` contains safe numeric arrays; `parameters/manifest.json` identifies original source hashes and export warnings. `inference.py` pins that manifest independently and refuses mismatched bytes. `config.json` gives exact case-sensitive feature names. | |
| ```sh | |
| python -m pip install -r requirements.txt | |
| python -I inference.py --request example.json | |
| python -I validate.py | |
| ``` | |
| The example is a retained synthetic export fixture, not a patient. You must supply `synthetic: true`; this declaration does not certify that external data are safe. The CLI rejects missing, extra, Boolean, string and nonfinite feature values through the original loader. | |
| ## Scope and limits | |
| This is distinct from the older five centered-lag ridge fits. It is not adaptive cueing or a therapeutic recommendation. Export-version mismatch must be acknowledged explicitly. | |
| No clinical deployment, LLM explanation, new patient validation, treatment or new Android release is established. The source fixture comparison checks parameter-export fidelity, not prediction accuracy on a new test cohort. Small replay in this continuation uses the first retained fixture only; full historical source tests remain separately labeled. | |
| ## Provenance | |
| Source archive: Humanization_CP08_Entegre_MVP_Kaynaklari.zip. Source code and arrays copied without scientific changes. Original fitted-object names and hashes are in config.json; unsafe joblib files are not bundled. | |
| ## Publication route | |
| This is a custom-Python model repository. No `transformers` AutoModel compatibility or hosted Inference API is claimed. Upload the repository only after owner approval of rights, model/data disclosure and public metadata. Related source codes: M06. | |
| ## Verified packaging revision — 2026-10-20 | |
| Preserved model weights reloaded; saved or synthetic example checks passed. No training, held-out evaluation, clinical or hosted verification. | |
| Runtime state: `PASS`. Rights and release approval are separate. See `RELEASE_VERIFICATION.json`. No paper or conference submission is included as a new software result. | |