
A curated sample dataset sufficient to reproduce the workflow is provided as Sample_data.csv (2018 monitored) The complete, all-in-one analysis notebook is provided as XAI_SC.ipynb (Optuna tuning → XGBoost training → SHAP interpretation → figure/table export). A short user guide with environment details, expected columns, and run instructions is included as Readme_XAI_Soundscape.rtf. These files are supplied as supplementary materials with the manuscript. The full 2014–2018 raw PAM archive can be shared upon reasonable request to the author and subject to institutional/data-provider permissions. All code needed to regenerate the results from the sample dataset is contained in the notebook.
| selected citations These citations are derived from selected sources. This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 0 | |
| popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Average | |
| influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Average | |
| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Average |
