Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Faculty Publications Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Creator An entity primarily responsible for making the resource Jadhav, Shital; Kumar, M. Dhiliphan; Senthil Kumar, M.K.; Mohan, S.; Basha, H. Anwer; Banerjee, Devleena Title A name given to the resource Measuring Critical Thinking Skills with the R-BiLSTM-C Model using a Logical Approach Date A point or period of time associated with an event in the lifecycle of the resource 01-01-2025 Source A related resource from which the described resource is derived 2025 International Conference on Intelligent Computing and Knowledge Extraction, ICICKE 2025; Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/ICICKE65317.2025.11136721" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/ICICKE65317.2025.11136721</a> <br /><br /><a href="https://www.scopus.com/pages/publications/105022246409?origin=resultslist" target="_blank" rel="noreferrer noopener">https://www.scopus.com/pages/publications/105022246409?origin=resultslist</a> Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Jadhav S., G H Raisoni Institute of Engineering and Business Management, Department of Computer Science and Engineering, Jalgaon, India; Kumar M.D., Stella Mary's College of Engineering, Department of Management Studies, Kanniyakumari, India; Senthil Kumar M.K., Sri Ramakrishna College of Arts &amp; Science, Department of Commerce, Coimbatore, India; Mohan S., Kalasalingam Academy of Research and Education, Department of English, Virudhunagar, India; Basha H.A., Raak Arts and Science College, Perambai, India; Banerjee D., Christ University, Bangalore, India Description An account of the resource Critical thinking is essential for making informed judgements; it necessitates careful evaluation of pertinent evidence and the application of reasoning. While some individuals possess a more constrained perspective on critical thinking, this elucidation encompasses the predominant views held by the majority. Note-taking, formulating enquiries, and designing experiments exemplify practical actions that may be applied to other creative pursuits, rendering it a valuable skill across diverse domains. This work employed a systematic approach for data preparation, model training, and feature extraction. The primary phase in training unified R-BiLSTM-C models was identified as feature extraction. Standardisation and normalisation, two crucial preprocessing techniques, were employed to ensure uniform and dependable data handling. Furthermore, as the quantity of dependent observations escalated, the study evaluated the efficacy of Reduced Kernel PCA. The proposed solution achieved a 96.82% accuracy rate, surpassing advanced techniques such as CNN and BiLSTM. The findings indicate that the systematic approach enhances the model's performance. A systematic approach is essential for enhancing precision, and analytical reasoning skills are crucial for developing effective machine learning models. The study reinforces the significance of critical thinking in effective decision-making and problem resolution. 2025 IEEE. Subject The topic of the resource bidirectional long short-term memory (BiLSTM); critical thinking; enhanced thinking skills Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. Relation A related resource ISBN: 979-833153681-7; Language A language of the resource English Type The nature or genre of the resource Conference paper Rights Information about rights held in and over the resource Restricted Access; Hardcopy may be available in the library Format The file format, physical medium, or dimensions of the resource online