Reproducibility artifact for Beyond the star rating: A reproducibility and measurement audit with a prospective rebuild of large-scale aspect-based sentiment analysis of restaurant reviews

Reproducibility, measurement, and results artifact for manuscript PONE-D-26-15707. The deposit contains clean and marked manuscript sources and PDFs, the response to reviewers, aggregate measurement evidence, prospective six-aspect full-corpus regression outputs, historical audit results, author-generated code, configurations, tests, logs, manifests, and verification tools. It excludes raw Yelp review text, raw Yelp identifiers, private annotator worksheets, sealed review-level mappings, model weights, and private business-level regression inputs. Only food quality passed every frozen primary interpretation gate; the other five aspects are retained as secondary measurement-limited results. All regression estimates are associational and are not causal effects or an aspect-importance ranking. Author-generated code is licensed under MIT; third-party and Yelp-derived materials remain subject to THIRD_PARTY_DATA_NOTICE.md. Associated manuscript identifier: PONE-D-26-15707.