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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.