Reproducibility artifact for Beyond the star rating: LLM-assisted aspect analysis and large-scale text classification of 4.7 million restaurant reviews

Reproducibility, measurement, results, and manuscript-source artifact for PONE-D-26-15707. Version 1.1.0 aligns the deposit with the revised manuscript titled 'Beyond the star rating: LLM-assisted aspect analysis and large-scale text classification of 4.7 million restaurant reviews' and updates the response letter, bibliography, compiled PDFs, and documentation without changing the frozen scientific results or code. The deposit contains aggregate measurement evidence, prospective six-aspect full-corpus regression outputs, historical audit results, author-generated code, configs, 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 prospective inputs. Only food quality passed every frozen primary interpretation gate; the other five aspects are secondary measurement-limited results. All regression estimates are associational rather than causal effects or an aspect-importance ranking.