Bridging Pharmaceutics, Computing, and Environmental Health: A Comprehensive Review of Oral Organogels, AI & Cybersecurity Applications, and Machine-Learning–Driven Insights

Abstract

This is a review of interdisciplinary convergence of the field of pharmaceutics, cancer medicine, computing, artificial intelligence (AI), and machine learning (ML), as well as environmental health with respect to innovative approaches to improving healthcare. Oral organogels are mentioned as potential effective drug-delivery systems with the ability to enhance solubility, stability, and controlled-release, especially of anticancer agents. The developments of cancer medicine such as precision oncology and immunotherapy prove the usefulness of tailored therapies, whereas AI and ML contribute to diagnostics, predictive modeling and treatment planning. Holistic viewpoint on external factors affecting disease and treatment is offered by environmental health insights coupled with the use of computational tools. The review highlights synergistic strategies, issues, and the perspective, presenting the opportunities of interdisciplinary innovation to safer, more efficient, and patient-centered medical solutions.