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It does not involve experimentation with human or animal subjects. Therefore, no approval from an institution or review board was needed. However, it complies with the guidelines and ethics published by a scholarly review board. The content written in the paper is original and not copied, and it abides by academic standards and practices. The study acknowledges the ethical implications of AI deployment in web technologies regarding bias, privacy, fairness, and inclusivity. By reviewing and synthesizing prior works, the researcher ensures all the information included is obtained from credible, reliable, and publicly available sources. Those that were not publicly available were obtained by the consent of the owner or purchased from reputable platforms. The study was systematic nd care was taken to ensure every idea from other works was represented accurately to avoid misrepresenting the original owners\u2019 works. For the purpose of academic integrity and dissemination, the consent to publish declaration affirms that the findings, interpretations, and perspectives in this paper are solely committed to scholarly use. This publication aims to contribute to ongoing discussions on AI ethics, web technologies, and other digital systems without infringing on individual rights.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics to participate and publish"}},{"value":"Not applicable.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Clinical trial number"}},{"value":"Not applicable. This study does not involve research with human participants or animals.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Human and animals participants"}},{"value":"Not applicable. Since this study does not involve human participants, informed consent is not required.","order":5,"name":"Ethics","group":{"name":"EthicsHeading","label":"Informed consent"}},{"value":"The authors declare no competing interests.","order":6,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"391"}}