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Clinical decision support systems are sophisticated health information technologies designed to enhance clinical decision-making at various stages of patient care. By integrating comprehensive data analysis and evidence-based guidelines, CDS tools assist healthcare providers in making informed decisions, thereby improving the quality, efficiency, and effectiveness of clinical care. These systems can alert clinicians to potential drug interactions, recommend diagnostic tests, suggest evidence-based treatments, and provide patient-specific health assessments. Across the clinical care spectrum, the impact of CDS is profound: they reduce medical errors, enhance patient safety, optimize resource use, and streamline workflow processes. Consequently, CDS contributes to better patient outcomes, increased healthcare provider productivity, and significant cost savings for healthcare organizations, ultimately fostering a more efficient and effective healthcare delivery system. Clinical decision support systems play a pivotal role in enhancing patient safety within healthcare settings. By providing real-time, evidence-based recommendations, CDS tools help clinicians identify and mitigate potential risks before they affect patients. These systems can alert healthcare providers to potential drug interactions, contraindications, and allergies, thereby preventing adverse drug events. Additionally, CDS aids in ensuring that diagnostic and therapeutic decisions are aligned with the latest clinical guidelines and best practices, reducing the likelihood of diagnostic errors and inappropriate treatments. By...