Data Science Commons^™

Autoassociative-Heteroassociative Neural Network, Claudia V. Kropas-Hughes, Steven K. Rogers, Mark E. Oxley, Matthew Kabrisky

AFIT Patents

An efficient neural network computing technique capable of synthesizing two sets of output signal data from a single input signal data set. The method and device of the invention involves a unique integration of autoassociative and heteroassociative neural network mappings, the autoassociative neural network mapping enabling a quality metric for assessing the generalization or prediction accuracy of the heteroassociative neural network mapping.

Miscellaneous Publication 8/2002 - Statistics Report For The Western Australian Floriculture Industry - August 2000, Department Of Agriculture, Western Australia

Horticulture published reports

Statistical data plays an important role in many decisions faced by both established and prospective businesses within all industry sectors. In order to offer a better service to its customers, the Department of Agriculture (the Department) requires information regarding the cutflower and nursery industry within Australia and Western Australia.

Though there are many avenues available in order to obtain this statistical information, both locally and nationally, there is no concise summary available. In addition, information obtained must be assessed in detail to determine its reliability and relevance.

Current statistics for both the Australian and Western Australian nursery and cutflower industries …

Breast Cancer On The World Wide Web: Cross Sectional Survey Of Quality Of Information And Popularity Of Websites, Funda Meric, Elmer V Bernstam, Nadeem Q Mirza, Kelly K Hunt, Frederick C Ames, Merrick I Ross, Henry M Kuerer, Raphael E Pollock, Mark A Musen, S Eva Singletary

Faculty, Staff and Student Publications

OBJECTIVES: To determine the characteristics of popular breast cancer related websites and whether more popular sites are of higher quality.

DESIGN: The search engine Google was used to generate a list of websites about breast cancer. Google ranks search results by measures of link popularity---the number of links to a site from other sites. The top 200 sites returned in response to the query "breast cancer" were divided into "more popular" and "less popular" subgroups by three different measures of link popularity: Google rank and number of links reported independently by Google and by AltaVista (another search engine).

MAIN OUTCOME …

Automated Medical Algorithms: Issues For Medical Errors, Kathy A. Johnson, John R. Svirbely, Mg Sriram, Jack W. Smith, Gareth Kantor, Jorge R. Rodriquez

Faculty, Staff and Student Publications

No abstract provided.

Evaluating A Medical Error Taxonomy, Juliana Brixey, Todd R. Johnson, Jiajie Zhang

Faculty, Staff and Student Publications

Healthcare has been slow in using human factors principles to reduce medical errors. The Center for Devices and Radiological Health (CDRH) recognizes that a lack of attention to human factors during product development may lead to errors that have the potential for patient injury, or even death. In response to the need for reducing medication errors, the National Coordinating Council for Medication Errors Reporting and Prevention (NCC MERP) released the NCC MERP taxonomy that provides a standard language for reporting medication errors. This project maps the NCC MERP taxonomy of medication error to MedWatch medical errors involving infusion pumps. Of …

Toward A Cognitive Taxonomy Of Medical Errors, Jiajie Zhang, Vimla L Patel, Todd R Johnson, Edward H Shortliffe

Faculty, Staff and Student Publications

One critical step in addressing and resolving the problems associated with human errors is the development of a cognitive taxonomy of such errors. In the case of errors, such a taxonomy may be developed (1) to categorize all types of errors along cognitive dimensions, (2) to associate each type of error with a specific underlying cognitive mechanism, (3) to explain why, and even predict when and where, a specific error will occur, and (4) to generate intervention strategies for each type of error. Based on Reason's (1992) definition of human errors and Norman's (1986) cognitive theory of human action, we …

Medical Error: Is The Solution Medical Or Cognitive?, Jiajie Zhang, Vimla L. Patel, Todd R. Johnson

Faculty, Staff and Student Publications

Is the solution for medical errors medical or cognitive? In this AMIA2001 panel on medical error, we argued that medical error is primarily an issue for cognitive science and engineering, not for medicine, although the knowledge of the practice of medicine is essential for the research and prevention of medical errors. The three panelists presented studies that demonstrate that cognitive research is the foundation for theories of medical errors and interventions of error reductions.

The Feasibility Of Using Propositional Analysis As A Method For Understanding Differences Between Physicians And Nurses Reading Emrs, Constance M. Johnson, Todd Johnson, Vimla L. Patel, James P. Turley

Faculty, Staff and Student Publications

No abstract provided.

A History Of Health Informatics In The Texas Medical Center, Kirt Walker, Deepak Sagaram, James P. Turley

Faculty, Staff and Student Publications

No abstract provided.

Prognostic Model For Terminally Ill Cancer Patients On Laboratory Data, Kenji Hira, Noriaki Aoki, Akitoshi Hayashi, Janez Demsar, Blaz Zupan, Kim Dunn, William Jack Schull, Tsuguya Fukui

Faculty, Staff and Student Publications

No abstract provided.

Evaluating The Prevalence, Content And Readability Of Complementary And Alternative Medicine (Cam) Web Pages On The Internet, Smitha Sagaram, Muhammad Walji, Elmer Bernstam

Faculty, Staff and Student Publications

Complementary and alternative medicine (CAM) use is growing rapidly. As CAM is relatively unregulated, it is important to evaluate the type and availability of CAM information. The goal of this study is to deter-mine the prevalence, content and readability of online CAM information based on searches for arthritis, diabetes and fibromyalgia using four common search engines. Fifty-eight of 599 web pages retrieved by a "condition search" (9.6%) were CAM-oriented. Of 216 CAM pages found by the "condition" and "condition + herbs" searches, 78% were authored by commercial organizations, whose pur-pose involved commerce 69% of the time and 52.3% had no …

Comparing Communication Technology On Chinese, English, And Spanish Diabetes Web Sites, Yanko F Michea, Karen Pancheri, Yang Gong, Elmer Bernstam

Faculty, Staff and Student Publications

Technological and cultural factors influence access to health information on the web in multifarious ways. We evaluated structural differences and availability of communication services on the web in three diverse language and cultural groups: Chinese, English, and Spanish. A total of 382 web sites were analyzed: 144 were English language sites (38%), 129 were Chinese language sites (34%), and 108 were Spanish language sites (28%). We did not find technical differences in the number of outgoing links per domain or the total availability of communication services between the three groups. There were differences in the distribution of available services between …

Designing Human-Centered Distributed Information Systems, Jiagie Zhang, Vimla L. Patel, Kathy A. Johnson, Jane Malin, Jack W. Smith

Faculty, Staff and Student Publications

Many computer systems are designed according to engineering and technology principles and are typically difficult to learn and use. The fields of human-computer interaction, interface design, and human factors have made significant contributions to ease of use and are primarily concerned with the interfaces between systems and users, not with the structures that are often more fundamental for designing truly human-centered systems. The emerging paradigm of human-centered computing (HCC)-which has taken many forms-offers a new look at system design. HCC requires more than merely designing an artificial agent to supplement a human agent. The dynamic interactions in a distributed system …

Controlled Software Evaluation Methodology: Case Simulation And Cognitive User Analysis, Kirt Walker, Sridhar Rajappan, Todd R. Johnson

Faculty, Staff and Student Publications

Software for use with patient records is challenging to design and difficult to evaluate because of the tremendous variability of patient circumstances. A method was devised by the authors to overcome a number of difficulties. The method evaluates and compares objectively various software products for use in emergency departments and compares software to conventional methods like dictation and templated chart forms. The technique utilizes oral case simulation and video recording for analysis. The methodology and experiences of executing a study using this case simulation are discussed in this presentation.

Redesign And Prototype For The Interface Of A Volumetric Infusion Pump Following The Usability Engineering Lifecycle, Juliana Brixey, John Frenzel, Michael Chalambaga, Todd R. Johnson

Faculty, Staff and Student Publications

No abstract provided.

Focusing Feedback On Interpersonal Skills: Practice Makes Perfect A Web-Based Tutorial For Standardized Patients, Tamara Owens, Zhong Xie, Peggy Gregg, Cynthia Phelps, Craig W. Johnson

Faculty, Staff and Student Publications

Focusing Feedback on Interpersonal Skills: Practice Makes Perfect is a Web-Based learning environment enabling standardized patients (SPs) to develop, practice and enhance constructive feedback skills. The Web-based training environment for SPs features realistic professional healthcare provider/patient video scenarios, graphics, audio and immediate feedback in a student-centered self-instructional environment. SPs, who are trained to simulate an illness and portray a patient in a realistic and consistent way, subsequently provide feedback from a patient's perspective to students undergoing communication and interpersonal skills training in health science fields like medicine and nursing.

The Semantic Web And The Integration Of Health Data Resources, Rachel L. Richesson, James P. Turley, Mark S. Tuttle

Faculty, Staff and Student Publications

No abstract provided.