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ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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Masked-Reference Field Validation Artifacts for a Training-Free Micro-Edge Ag-IoT Data-Quality Framework

Authors: Ahmad, Nor Azhar;

Masked-Reference Field Validation Artifacts for a Training-Free Micro-Edge Ag-IoT Data-Quality Framework

Abstract

This record contains the reproducibility artefacts for the manuscript “Masked-Reference Field Validation of a Training-Free Micro-Edge Framework for Agricultural IoT Data Quality.” The study evaluates a frozen, training-free, and resource-aware micro-edge framework for Agricultural Internet of Things (Ag-IoT) data quality using a masked-reference field validation protocol. Trusted observed field values were temporarily hidden, repaired using nine methods, and then compared with their stored references to support direct field-based repair scoring. The repository includes MATLAB scripts, mask manifest, fixed seeds, configuration files, result workbook, figure source data, composite figures, supplementary figures, literature-screening file, dataset-source notes, run-level logs, and reproducibility notes. These artefacts support the reported analyses on reconstruction accuracy, plausibility violations, confidence, fallback behaviour, and replay-based resource indicators. Raw third-party datasets are not redistributed in this record. The Field Validation Pool (FVP) records were derived from three raw agricultural observation datasets archived in Zenodo: Raw Tomato Greenhouse Environmental and Plant Growth Dataset (https://doi.org/10.5281/zenodo.20096294), Raw Rock Melon Environmental and Plant Growth Dataset (https://doi.org/10.5281/zenodo.20096467), and Raw Chinese Kale Environmental and Plant Growth Dataset (https://doi.org/10.5281/zenodo.20096516). Users who wish to rerun the full workflow should obtain the raw datasets from the original Zenodo records or data owners. The masked-reference procedure scores hidden observed field values only. It does not claim to know the true values inside natural missing field outages. Therefore, the artefacts should be interpreted as supporting materials for field-based validation, reproducibility, and transparency.

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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).
BIP!Citations provided by BIP!
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.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average