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. 2024 Nov 5;10:e2401. doi: 10.7717/peerj-cs.2401

Table 4. Data extraction form fields.

Field Description
Paper ID A unique identifier is assigned to each study to enable tracking
Title The full title of the article. It helps indicate the topic and techniques studied.
Author(s) List of all authors of the article. Useful for identifying research groups
Year Year the article was published. Reveals temporal trends
Technique(s) Specific feature extraction method(s) evaluated in the study. The primary intervention of interest
Tools Any tools, frameworks, or environments used to implement the technique(s)
Evaluation approach How the technique(s) were evaluated, e.g., case study, experiments
Dataset(s) Details of the app review dataset(s) used to evaluate the technique(s). Indicates variety and size of data
Metrics Performance measures used in the evaluation, e.g., precision, recall, F1-score
Limitations Any limitations of the technique(s), evaluation, or methodology noted by the authors
Key findings High-level findings on the accuracy, scalability, or other performance factors of the technique(s)