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This information can be used to judge the effectiveness of differing diagnoses, treatment, and care options, as well as an individual doctor s performance Data mining this information can help to increase the quality of care by establishing medical practices that result in improved care, such as decreasing mortality rates When preparing data for this purpose, care should be taken to ensure any bias in patient populations within speci c facilities is taken into account by normalizing the data based on a model of patient risk Models can also be built from this data that take into account information on the patients, such as demographic data, to make predictions of the type of care that leads to the best outcome for an individual patient.





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Policy: Risk and impact analysis shall be required for all critical or sensitive corporate activities and key controls on a periodic basis and as a required part of new intiatives and change management. CMM 6. Security policies and practices are completed with specific security baselines. Policy: Comprehensive policies and standards shall be developed, implemented, maintained, and enforced utilizing appropriate processes to review, monitor, and measure compliance. CMM 7. Security awareness briefings have become mandatory. Policy: All personnel shall be made aware of relevant policies and standards annually or as changes warrant. Proficiency and competence shall be assessed on a regular basis and appropriate training provided as needed to ensure adequate proficiency levels. CMM 8. User identification, authentication and authorization are standardized. Policy: Physical and electronic access to XYZ Corporation information assets must be controlled in a manner that effectively precludes the compromise of confidentiality, integrity, and availability. CMM 9. Security certification of staff is established. Policy: Individuals with access to information assets belonging to XYZ Corporation and its Affiliates must undergo a background investigation, sign a confidentiality agreement, and have demonstrated proficiency and competence in their areas of responsibility. CMM 10. Intrusion testing is a standard and formalized process leading to improvements. Policy: All technical service providers, whether internal or external, to XYZ Corporation and its Affiliates must construct, manage, operate, and maintain systems in a manner that ensures the availability, integrity, and confidentiality of information assets owned by XYZ Corporation and its Affiliates. CMM 11. Cost benefit analyses supporting the implementation of security measures are increasingly being utilized.

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Improving diagnosis: Early diagnosis of problems or identi cation of potential long-term side effects can positively impact the patient and can result in signi cantly lower costs Methods such as decision trees are often built from the historical clinical data, including the patient s symptoms, health history, and demographics, to predict future issues, and provide an opportunity for intervention Data collected is often noisy, with many missing values, and needs to be cleaned before building any models This cleaning may also need to take into account standardization of the vocabulary used and the incorporation of concept hierarchies to map many terms into a more standardized list Coupling historical diagnosis data with information generated at a genetic level, such as gene expression data, is now starting to be used to enhance diagnosis and enable more personalized medicine.

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