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Data Mining in TraumaBy Jessica Hollen
Data Mining Objectives Define Data Mining List and describe hardware and software Identify, describe and review information system Describe advantages and disadvantages and
examine legal and ethical issues Describe technology-related competencies needed
by the professional nurse Describe functions of the informatics nurse
Data Mining Defined
• Search to find information that previously went unnoticed in the mass of data collected. (Chesney, 2009)
• This information is then used in education for prevention of trauma.
(Gdula, 2009)
Hardware
• Depends greatly on volume and outcomes.• Basics include, monitor, keyboard, mouse, and
memory to accomidate your volume and database.
• Most hospitals IT take care of the harware requirements and updates.
(Gdula, 2009)
Software • ARHS Trauma's standard for accreditation is the PA
Trauma Foundation.• Database Software is designated by the PA Trauma
Foundation to be Collector by Digital Innovation– Patient data entered in the Collector Software helps
process, generate, and disseminate data then is used to enhance research and educate for prevention.
– Software is compatible with their database for monthly downloads.
• Annual Training is held by Digital Innovation.• IT is responsible for software updates .
(Gdula, 2009)
Information System• Collector Software is a
Relational Database Management System – Extremely large
database that stores all information needed and makes this data available for data mining
(Mastrian & McGonigle, 2009)
Hardware \ SoftwareExample
Optimal Requirements Workstation or Standalone
System:
Operating System: Windows 2000 Pro, Windows XP Pro
Processor:Pentium III 800 MHz or better
Memory: 512 MB RAM or better Disk Space:
20 GB
Monitor:15" SVGA
Network Card:32 bit PCI 10/100 Fast Ethernet Card
Other:CD-ROM
Operating System:Microsoft Windows 2000 Pro, Windows XP Pro
Processor:Pentium 4, 2.8 GHz or better
Memory:1 GB RAM or better
Disk Space:30 GB or better
Monitor:17" SVGA
Network Card:32 bit PCI 10/100 Fast Ethernet Card
(Gdula, 2009)
Advantages• Generates Reports / Enhances Research
(Gdula, 2009)
Advantages
• Generates Reports / Enhances Research (Gdula, 2009)
Advantges• Generates Reports / Enhances Research
(Gdula, 2009)
Advantages• ''Trauma is one of the
leading causes of loss of life to those under 40, therefore PREVENTION and EDUCATION are crutial.”
(Chesney, 2009)
Advantages Collector Software records ....
injury detailsPatient's gender & ageMechanism & Severity of InjuryInitial & Subsequent Management &
InterventionsOutcome of treatment
(Chesney, 2009)
Advantages• Collector Software enhances patient care
through process analysis, outcome analysis and dissemination of results.
• Critiques hospital care from...–time of arrival–how long to get to OR, –nursing/doctor care throughout hospital stay.
(Gdula, 2009)
Disadvantages
• Time Consuming due to tedious data entry
• One registrar per 500 trauma patient's yearly, per PA Trauma Foundation.– ARHS >1000 trauma
patients yearly, therefore needs two registrars .
(Gdula, 2009)
Ethical Issues
• Language Barriers when obtaining information from patient or their family.
• Biometric Technologies- Security of database – unique identifiers = password, fingerprint,
barcode scan from badge.– ESLI = ethical, social, and legal implications for
patient confidentiality as required by HIPPA– Problem Solving if there is an issue
(Mastrian & McGonigle, 2009)
Technology Competencies
• Nurses must be able to access, use, share information.
• Foundation of Knowledge comes into the process with feedback.– Knowledge Acquisition– Knowledge Dissemination– Knowledge Generation– Knowledge Processing
(Mastrian & McGonigle, 2009)
Functions of the Informatics Nurse
• Increasing interactions and interrelationships with ...– Data– Information– Knowledge
• Knowing the ANA Recognized Terminologies and Data Element Sets
(Mastrian & McGonigle, 2009)
Summary
• Research through data mining in trauma is...–needed to measure patient's outcome in
survival and quality of life.–used to make improvements in patient care–Used in prevention and education seminars
(Gdula, 2009)
Resources
• Chesney, T. (2009). Data mining trauma injury data using C5.0 and logistic regression to determine factors associated with death. International Journal of Healthcare Technology and Management, 10(1/2), 16-26, 447. Retrieved October 24, 2009 Penn State Library software Alias.
• Gdula, D., Trauma Administrator. (Personal Communication, November 9, 2009).
• Mastrian, K. & McGonigle, D. (2009). Nursing Informatices and the Foundation of Knowledge. Sudbury, MA: Jones and Barlett Publishers. 86,159.
• Richards, J. A. (2001). Nursing in a Digital Age. Dermatology Nursing, 13(5), 365-370. Retrieved October 24, 2009 Penn State Library software Alias.