the impact of data mining in health department

2012-03-12truewww.tandfonline.com10.1080/15433714.2012.636322 <>stream n�(_�?2$�� �S�bW�]~���vm�ԡ�pxg �GK~��ף��~f�D#� 7 0 obj 9 0 obj 34 0 obj �'N�a��և4���p(�se��pߪ�u��@�kS>.1?��CN��\��bxv&��#I78{`�3�N�Im�`���f;$�S��A?���n��0ka�~m�땳G�H����y�c^���.o��������nx���ь9¹������i�*v�+9Bv���߭�̩^,]�:fX���g�w�U\�#��>Sӭ�zSzZ7��OVT����l�ȏ�|�'S�bia�Wy͏s�y "���%ԑ�3|z�m�ӝ����[�e�G�;��u� �yk�f�n���L�\ʝ01G�K��пs�4rx�l�Bgc-8h��I��Sp��ِ|cR��hitFh6F���w�0ȠR� 2������. endstream From the mid-1990s, data mining methods have been used to explore and find patterns and relationships in healthcare data. The immediacy of health care decisions requires … <>stream endobj 42 0 obj endobj �0��=OqF���t�~�H��&����Y����Y5i�W�5A�l���xT�S�Ő��< endobj endobj x�+� � | �0��=OqF���t�~�H��&����Y����Y5i�W�5A�l���xT�S�Ő��< endobj <>stream A major barrier to the widespread application of data analytics in health care is the nature of the decisions and the data themselves. <>stream <>>>/Subtype/Form/BBox[0 0 504 720]/Matrix [1 0 0 1 0 0]/Length 127/FormType 1/Filter/FlateDecode>>stream x�ͽ Act 54- Report on the effects of underground mining on land, structures and water resources. Publicly Released: Oct 29, 2020. <>stream endobj Permitting and Technical– Development of permit applications and templates, scientific and technical support for Bureau of District Mining Operations 1. endobj Consumer products like the Fitbit activity tracker and the Apple Watch keep tabs on the physical activity levels of individuals and can also report on specific health … endobj Organizations strategically use health information in all kinds of ways, including to improve operational efficiency, reduce costs, or enhance the safety and quality of patient care. Data mining is the process of pattern discovery and extraction where huge amount of data is involved. endobj Both the data mining and … endstream endstream %PDF-1.4 Publicly Released: Oct 7, 2011. x�ͽ x�+� � | 12 0 obj endobj endobj <>stream Published: Oct 29, 2020. x�+� � | Published: Oct 28, 2020. n�(_�?2$�� �S�bW�]~���vm�ԡ�pxg �GK~��ף��~f�D#� Looking for more? This new concept of operations will likely trigger the need for new assessments of system effectiveness and privacy protections. endstream <>>>/Subtype/Form/BBox[0 0 504 720]/Matrix [1 0 0 1 0 0]/Length 127/FormType 1/Filter/FlateDecode>>stream <>stream endstream Data mining is the process of finding anomalies, patterns and correlations within large data sets to predict outcomes. Lead, arsenic, cadmium, and other toxic elements are often present in such particles. In the results of the privacy compliance review, published in December 2011, the office noted that by directing the expedited preparation and review of the PIA update, the DHS Privacy Office was able to bring the system into compliance with the E-Government Act and DHS policy (which obviated the need to shut down the program). endobj 31 0 obj An assessment of the impact or likely impact of the implementation of the data mining activity on the privacy and civil liberties of individuals, including a thorough description of the actions … DHS concurred with GAO's recommendations and identified steps it is taking to address selected recommendations. health data, training for health-care workers and ... Director, Department of Public Health, Environmental and Social ... ENVIRONMENTAL AND OCCUPATIONAL HEALTH HAZARDS ASSOCIATED WITH ARTISANAL AND SMALL-SCALE GOLD MINING 3 plan to reduce the health impacts … x�S�*�*T0T0 B�����ih������ �uU �0��=OqF���t�~�H��&����Y����Y5i�W�5A�l���xT�S�Ő��< x�+� � | x�ͽ �\F �F�G襲;��j�J��(q�2D��w���À�N‚�"�fYA\��2c�l��7|@����p�����\ц\=�[R� �9�2��N��n�\� N�`Y���I�]{��2q>�6�Z�O��ln�-U�����B�1/J��,��#�W�|5�U�OK?+�or��$l�r��!���ח�� 8? The threat of being sued deters health organizations from sharing data and embracing the full potential of data mining. <>stream It is noted in and that just in the United States, using data mining in Health Informatics can save the healthcare industry up to $450 billion each year. x�S�*�*T0T0 B�����ih������ �~V For example, four of the program offices executed most of the activities for evaluating program privacy impacts, but only one program office performed most of the activities related to obtaining executive review and approval. n�(_�?2$�� �S�bW�]~���vm�ԡ�pxg �GK~��ף��~f�D#� 43 0 obj x�+� � | x�ͽ n�(_�?2$�� �S�bW�]~���vm�ԡ�pxg �GK~��ף��~f�D#� The notion of automatic discovery refers to the execution of data mining models.” “Data mining methods are suitable for large data … 8 0 obj endobj endobj endstream endobj <>stream 11 0 obj While data-mining systems offer a number of promising benefits, their use also raises privacy concerns. Data mining is a powerful methodology that can assist in building knowledge directly from clinical practice data for decision-support and evidence-based practice in nursing. GAO was asked to (1) assess DHS policies for evaluating the effectiveness and privacy protections of data-mining systems used for counterterrorism, (2) assess DHS agencies' efforts to evaluate the effectiveness and privacy protections of their data-mining systems, and (3) describe the challenges facing DHS in implementing an effective evaluation framework. “Data mining is accomplished by building models,” explains Oracle on its website. endstream The relationships between home healthcare patient factors and agency characteristics are not well understood. Published: Nov 17, 2020. Some experts believe the opportunities to improve care and reduce costs concurrently could apply to as much as 30% of overall healthcare spending. x�S�*�*T0T0 B�����ih������ ��W x�+� � | <>stream endobj 10.1080/15433714.2012.636322http://dx.doi.org/10.1080/15433714.2012.636322 <>stream It also identified agency officials at each of its component agencies and completed a review of each agency's key policies to ensure that the policies align with DHS policies. While DHS and three of its component agencies--U.S. Customs and Border Protection, U.S. Immigration and Customs Enforcement, and the U.S. endstream Recommendation: In order to improve DHS's policies and practices for ensuring that datamining systems used for counterterrorism are effective and provide necessary privacy protections, the Secretary of Homeland Security should direct the Chief Information Officer and Chief Procurement Officer to work with their counterparts at component agencies to identify steps to mitigate challenges related to the review and oversight of operational systems and to DHS's changing policy requirements and determine clear corrective actions, taking the impact on components and on individual program managers into account. Notice of new forms, processes or procedures. endstream � �R These pollutants can damage the health of people living near the mining site. endstream As stated earlier, today’s healthcare data mining takes place primarily in an academic setting. Fees Associated with Mining Activities 2. <>stream x�ͽ Getting it out into health systems and making real improvements requires three systems: analytics, content, and deployment… <>stream x�S�*�*T0T0 B�����i������ yS& endobj 10 0 obj endobj endobj endstream endstream <>>>/Subtype/Form/BBox[0 0 504 720]/Matrix [1 0 0 1 0 0]/Length 127/FormType 1/Filter/FlateDecode>>stream Beneficial Use of Coal Ash- Coal Ash Certification 3. Publicly Released: Sep 30, 2020. endobj <>stream <>stream �0��=OqF���t�~�H��&����Y����Y5i�W�5A�l���xT�S�Ő��< 33 0 obj researchers have documented the environmental and socio-economic impacts of gold mining in other countries [5–8]. <>>>/Subtype/Form/BBox[0 0 504 720]/Matrix [1 0 0 1 0 0]/Length 127/FormType 1/Filter/FlateDecode>>stream n�(_�?2$�� �S�bW�]~���vm�ԡ�pxg �GK~��ף��~f�D#� �0��=OqF���t�~�H��&����Y����Y5i�W�5A�l���xT�S�Ő��< <>>>/Subtype/Form/BBox[0 0 504 720]/Matrix [1 0 0 1 0 0]/Length 127/FormType 1/Filter/FlateDecode>>stream DHS faces key challenges in implementing a framework to ensure systems are effective and provide privacy protections. x�+� � | 40 0 obj endobj x�+� � | Comments: The DHS Privacy Office began a privacy compliance review of the ICEPIC program in September 2011. x�ͽ <>stream n�(_�?2$�� �S�bW�]~���vm�ԡ�pxg �GK~��ף��~f�D#� endobj Recommendation: In order to improve DHS's policies and practices for ensuring that datamining systems used for counterterrorism are effective and provide necessary privacy protections, the Secretary of Homeland Security should direct the the appropriate component agency administrators to ensure that the system program offices for Analytical Framework for Intelligence (AFI), Automated Targeting System (ATS)-Passenger (ATS-P), Citizen and Immigration Data Repository (CIDR), Data Analysis and Research for Trade Transparency System (DARTTS), ICEPIC, and TECS Modernization (TECS-Mod) address the shortfalls in evaluating system effectiveness and privacy protections identified in this report, including shortfalls in applying acquisition practices, ensuring executive review and approval, and consistently documenting executive reviews. endobj endstream x�S�*�*T0T0 B�����i������ ye( endstream x�+� � | endobj Comments: The Department of Homeland Security's (DHS) Office of the Chief Information Officer (OCIO) established a policy in February 2014 that directs component chief information officers to ensure that DHS's components comply with Department-level IT policies and directives. endobj n�(_�?2$�� �S�bW�]~���vm�ԡ�pxg �GK~��ף��~f�D#� endstream The term “ data mining ” encompasses understanding and interpreting the data by computational techniques from statistics, machine learning, and pattern recognition, in order to predict other variables or identify relationships within the information. application/pdfdoi:10.1080/15433714.2012.636322 Browse all our products here, Explore our Key Issues on Homeland Security. Data Mining. During the 1990s and early 2000's, data mining was a topic of great interest to healthcare researchers, as data mining showed some promise in the use of its predictive techniques to help model the healthcare system and improve the delivery of healthcare services. 4 0 obj �0��=OqF���t�~�H��&����Y����Y5i�W�5A�l���xT�S�Ő��< endstream endobj The Federal Agency Data Mining Reporting Act of 2007, 42 U.S.C. p������O������#?���%{�����F~�}���{��a�vlx����^���2�%X2H"f��y-{h��� �CX�]���B�b�Y��r���3�K��[�.�� ���ڑq�\��u��a��{��JY5�2����T7k�8O�`�FŠ�J&*�կ��w����ͷ/տ^���?i�K2�/���귿���n�|L�O��ۯ��Q��4� ݝ�#7\�y���-@���㉪#�z�`��%�4-�?e����8J�� �Fۈ_�M� X���k���}��hC�6��$.���bͺ�B���u1��cjD!x�#ʼ��Q����vd�XgZϕ� x��'��EE4���ׂ���NԺ��>y]F� 1 0 obj endstream Abstract. �0��=OqF���t�~�H��&����Y����Y5i�W�5A�l���xT�S�Ő��< This is because the field of Health … Agency Affected: Department of Homeland Security. Data mining is used in various forms by different agencies. Keeping patients healthy and avoiding illness and disease stands at the front of any priority list. 21 0 obj endobj 5 0 obj Comments: Of the six programs we reviewed, two have taken steps to address shortfalls and resolve deficiencies, two have been retired, one was cancelled, and one is undergoing a reorganization that will result in a new concept of operations. As data mining … endstream 15 0 obj The South African Department of Mineral Resources (DMR) shows fatalities falling from 112 in 2012 to 93 in 2013, 84 in 2014 and 77 in 2015; 73 deaths were recorded in 2016. endstream Air quality is adversely affected by mining operations. ... Labour … Recommendation: In order to improve DHS's policies and practices for ensuring that datamining systems used for counterterrorism are effective and provide necessary privacy protections, the Secretary of Homeland Security should direct the Chief Privacy Officer to investigate whether the information sharing component of U.S. Immigration and Customs Enforcement (ICE) Pattern Analysis and Information Collection (ICEPIC), called the Law Enforcement Information Sharing Service, should be deactivated until a PIA that includes this component is approved. n�(_�?2$�� �S�bW�]~���vm�ԡ�pxg �GK~��ף��~f�D#� endstream endstream Illinois is in the process of modernizing its 30-year-old Medicaid Management System (MMIS). x�ͽ n�(_�?2$�� �S�bW�]~���vm�ԡ�pxg �GK~��ף��~f�D#� Comments: In order to provide for additional scrutiny of the privacy protections for the sensitive information systems that do not have publicly-available privacy impact assessments, DHS noted in its agency comments letter that the DHS Privacy Office planned to include an annex on unreleased privacy impact assessments in its Annual Report to Congress that was marked and handled with the appropriate national security (or other sensitive, but unclassified) restrictions. endstream

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