# Source, transformations and reuse

Data: Qu, Jingbo (2026). *Dataset for: A Multi-Agent AI Framework for Explainable
Battery System Maintenance*. Zenodo. https://doi.org/10.5281/zenodo.20094787.
The dataset metadata declares [Creative Commons Attribution 4.0 International](https://creativecommons.org/licenses/by/4.0/).
Creator and licence metadata checked on 30 September 2026.

This LFR case uses only the previously extracted current and rack-voltage records of
202502_Operation35 (local identifier #260). The downloadable retained archive is an
extracted representation, not the original MATLAB file. Original source locators and
the inherited file checksum are in [source-locator.json](source-locator.json).

Changes made by LFR: selection of this recorded passage and the exploratory R1/R4
focus, elapsed container-time display, latest-at-or-before pairing with declared
source-age screens, direct recorded differences, plots and explanatory text. The
included source rows preserve their timestamps and values. Three segmentation rows
are excluded from displayed measurements. Missing intervals are not filled and are
not interpreted as rest. See [methods and limits](evidence.html) and [reproduction script](reproduce.py).

The selection and descriptive findings are unchanged from local revision0.1.2.
Revision0.1.3 changes publication wrappers, attribution and figure footnotes only.
Neither the dataset creators nor their institutions endorse this interpretation.
Retain data attribution, licence link, change notice and measurement/selection limits
when reusing the data or this data-derived figure.

Related article, as identified by the dataset record: Qu J, Wang Y, Fu Y, et al.
*A multi-agent AI framework for explainable battery system maintenance*.
Cell Reports Physical Science (2026), 7(6).
This case does not reproduce the article's figures or treat its conclusions as our findings.

Typography: Inter, Copyright (c) 2016 The Inter Project Authors,
[SIL Open Font License 1.1](Inter-LICENSE.txt). The font is reused unchanged from
the LFR website; its licence is separate from the dataset licence.

Case boundary: retained current/voltage records only; no health, mechanism, physical recovery, control benefit or intervention claim.

General observatory boundary (the narrower case boundary above governs):

Observation/measurement layer only. Not SOH, not RUL, not safety, not fault, not remaining-life, not warranty/underwriting/investment advice. It shows response-organisation continuity patterns visible in the named channels. Material-mechanism interpretation requires independent physical evidence (EIS / teardown / reference electrode / imaging).