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PubMed1995

Extracting knowledge from large medical databases: an automated approach.

Tools which can uncover patterns in patients' records and then make predictions based on that knowledge are and will continue to be high priority in many medical informatics groups. These tools are impacting the performance of outcome studies by discovering patterns which can then be verified with standard statistical tools. This paper demonstrates INC2.5, a general classification system, as a tool for assisting physicians in the decision making process. INC2.5 gathers information from patient records and builds a decision tree which is used to assist physicians in predicting the outcome of new patients. The decision tree will also reveal any patterns which the system found in the data. Successful results of such a system can be used to enhance outcome studies as well as to spread clinical information to areas with fewer resources.

Algorithms↗
PubMedDate not supplied

Development and initial validation of an instrument to measure physicians' use of, knowledge about, and attitudes toward computers.

UNLABELLED: This paper describes details of four scales of a questionnaire-- "Computers in Medical Care"--measuring attributes of computer use, self-reported computer knowledge, computer feature demand, and computer optimism of academic physicians. The reliability (i.e., precision, or degree to which the scale's result is reproducible) and validity (i.e., accuracy, or degree to which the scale actually measures what it is supposed to measure) of each scale were examined by analysis of the responses of 771 full-time academic physicians across four departments at five academic medical centers in the United States. The objectives of this paper were to define the psychometric properties of the scales as the basis for a future demonstration study and, pending the results of further validity studies, to provide the questionnaire and scales to the medical informatics community as a tool for measuring the attitudes of health care providers. METHODOLOGY: The dimensionality of each scale and degree of association of each item with the attribute of interest were determined by principal components factor analysis with orthogonal varimax rotation. Weakly associated items (factor loading < .40) were deleted. The reliability of each resultant scale was computed using Cronbach's alpha coefficient. Content validity was addressed during scale construction; construct validity was examined through factor analysis and by correlational analyses. RESULTS: Attributes of computer use, computer knowledge, and computer optimism were unidimensional, with the corresponding scales having reliabilities of .79, .91, and .86, respectively. The computer-feature demand attribute differentiated into two dimensions: the first reflecting demand for high-level functionality with reliability of .81 and the second demand for usability with reliability of .69. There were significant positive correlations between computer use, computer knowledge, and computer optimism scale scores and respondents' hands-on computer use, computer training, and self-reported computer sophistication. In addition, items posited on the computer knowledge scale to be more difficult generated significantly lower scores. CONCLUSION: The four scales of the questionnaire appear to measure with adequate reliability five attributes of academic physicians' attitudes toward computers in medical care: computer use, self-reported computer knowledge, demand for computer functionality, demand for computer usability, and computer optimism. Results of initial validity studies are positive, but further validation of the scales is needed. The URL of a downloadable HTML copy of the questionnaire is provided.

Attitude of Health Personnel↗
PubMed1994

The development of a client application for the collaborative social and medical services system.

This paper describes the design and implementation of a client application for the Baylor College of Medicine Teen Health Clinics. The application is the front end to the Collaborative Social and Medical Services System (CSMSS) under development by Baylor's Medical Informatics and Computing Research Program [8]. The application provides distributed access to an underlying object oriented database system. A process driven and patient centered design will provide staff members with a complete set of services, including forms for data entry and viewing, query, and access management to facilitate efficient and effective delivery of services. Role-specific interfaces will be supplied for clerks, nurses, nurse practitioners, physicians, and social workers. The client application is being designed using object oriented methodologies and technologies with the C++ programming language, and will operate within a Microsoft Windows operating environment utilizing Object Linking and Embedding for application interoperability.

Adolescent↗
PubMed1998

[European pre-standard: structure of classification and coding of surgical procedures].

The European Prestandard "Medical Informatics--Structure for Classification and Coding of Surgical Procedures" was worked out by Working Group II "Terminology, Sematics and Knowledge Bases" of CEN/TC 251 in 1995. It was the purpose of this prestandard to provide the conceptual structure of a surgical procedure description. In this way the standard can support the exchange of surgical procedure information between different national classifications and languages within Europe. The standard comprises the concept types with modifiers, governed by a list of combinational rules and a diagram which summarises the concept system. Examples are given to explain the structure. Other concept fields relating to surgical procedures are discussed. Application of the prestandard both for the maintenance of procedure classifications and as the conceptual model in the GALEN Project are explained.

Artificial Intelligence↗
PubMed2006

[Clinical research within the German competence net "acute and chronic leukemias"].

BACKGROUND: Leukemias are a challenge and a cost factor to society because of their frequency in all age groups. They also serve as a model for a variety of diseases and possess exemplary relevance for basic research and patient care. Leukemia research and therapy have achieved high standards and even a leading position in Germany with regard to clinical trials, standardization of diagnostics and molecular studies of prognostic factors, signal transduction and gene expression. Progress is hampered, however, by fragmentation of leukemia trial groups, diagnostic approaches and treatment research activities. GOALS: A network was therefore created to integrate the leading leukemia trial groups on chronic myeloid leukemia (CML), acute myeloid leukemia (AML), acute lymphatic leukemia (ALL), myelodysplastic syndromes (MDS) and chronic myeloproliferative diseases (CMPD) and their interdisciplinary partners (diagnostics, treatment research, biometry) in cooperation with basic research and pharmaceutical industry to foster advancements in leukemiarelated research and health care through clinical trials, promotion of translational research, introduction of standards for diagnostics and therapy, and development of evidence-based guidelines. ACHIEVEMENTS: Achievements include establishment of central information, communication and management structures, creation of an AML intergroup comprising five study groups, formation of an MDS study group and establishment of platforms for diagnostics, genomics and proteomics, and medical informatics. Exchange of scientific progress is mediated by intra- and internet, biannual newsletters, regular project group meetings, and annual network symposia. PERSPECTIVES: On the basis of experience with the Competence Network "Acute and chronic leukemias" with its management, communication and information structures, the "European LeukemiaNet" (ELN) has been established within the 6th Framework Program of the European Union. The ELN integrates 78 leading leukemia trial groups (AML, ALL, CML, CLL, MDS, and CMPD), their 83 interdisciplinary partner groups (diagnostics, treatment research, registry, guidelines), industry and SMEs (small- and medium-sized enterprises) across Europe to form a cooperative network for advancements in leukemia-related research and health care.

Acute Disease↗
PubMedDate not supplied

Evaluating the implications of clinical practice guidelines for patient care.

Patient care evaluation studies have been developed by the Commission on Cancer of the American College of Surgeons. The studies were primarily designed to monitor trends in diagnosis, therapy, and outcome of specific oncologic diseases in hospitals and cancer centers. As they reflect the current standards of patient care, patient care evaluation studies have become valid tools of quality management in medicine. In an international pilot project that began in 1996, this approach was redefined to evaluate the impact of current clinical practice guidelines in oncology. Close cooperation between medical societies in the United States and Germany under the coordination of the Commission on Cancer and the Institute of Medical Informatics at the Justus-Liebig-University of Giessen was established. This infrastructure for data collection, data management, analysis, and interpretation of results allows for the recognition of international differences in patient care. Our results indicate discrepancies between current state-of-the-art patient care represented by clinical practice guidelines and the diagnostic and therapeutic procedures in the clinical routine. Patient care evaluation studies are designed as exploratory, not confirmatory, trials. In contrast with confirmatory trials, their aims may not always lead to predefined hypotheses. They reflect routine practice and are not the basis of the formal proof of efficacy, although they may contribute to the total body of relevant evidence. Without this comprehensive approach to evaluation, the potential of clinical practice guidelines to improve patient care remains unknown.

Germany↗
PubMed1992

Revolution in real time. Physician practice management in the 21st century.

Change in the health care system is stimulating the interest of physicians policymakers, and third-party payers in practice management activities. New analytic techniques and management concepts enable interested parties to obtain more and better information about the overall results of practice. These new techniques and concepts offer physicians an opportunity to exert more influence on the direction and productivity of practice than in the past. This report reviews the development of three emerging fields and projects their impact on practice management. Outcomes management technology involves adjusting for the differences in patient biology between practices and describes outcomes of patient interventions in standard ways. Medical informatics involves the conversion of data into information that allows the physician manager to direct outcomes, quality, and costs. Quality management involves empowering employees and physicians to participate in improving the overall performance of the practice. The use of techniques for analysis and intervention is changing the definition of practice management beyond its conventional preoccupation with billing and accounts receivable. In fact, a new science of practice management is emerging that describes the interactions between the health care organization and the outcomes of services to patients. These tools empower physicians to direct the performance of the practice, to match services to patient needs, and to manage the costs of practice operations. Thus, the new methods and technologies of practice management have the potential to bring substantial benefits to patients, office staff, and physicians.

Delivery of Health Care↗
PubMedDate not supplied

[Telemedicine in pediatric oncology].

UNLABELLED: The telemedicine project of the Competence Net Pediatric Oncology of the German/Austrian Gesellschaft für Pädiatrische Onkologie und Hämatologie (GPOH) has as an initial step of its work-programme sent out a questionnaire to the 54 largest pediatric hematology/oncology units in Germany. Institutions were asked for their experience, motivation, existing infrastructure, and anticipated benefits and obstacles regarding the implementation of telemedicine in patient care and research. Of the 54 largest German Pediatric Oncology institutions asked, 46 completed the questionnaire (85 %). RESULTS: 1. The need for further detailed information on implementation and for help in technical realization of telemedicine applications was expressed by all participants. 2. The majority expected practical advantages from telemedicine communication and anticipated that telemedicine will increase quality in treating children with cancer. 3. Expert consultation (study chairman, reference radiologists) is stated as to be most important. 4. Thirty-three of 46 physicians (72 %) believe that telemedicine will reduce costs in medical care within the next years. 5. It is anticipated that the introduction of telemedicine is time consuming. 6. The lack of available medical informatics competence and manpower was regarded as the most important obstacle. 7. Data security and standardization, transfer speed and transmission quality are considered most important. 8. Most of the institutions (91 %) use computers in the management of patients. Fourty-four (96 %) are connected to the Internet. 9. Thirty-seven of 46 institutions were prepared to invest in the implementation of telemedicine. This analysis demonstrates that the use of telemedicine is expected to become standard in pediatric oncology, while the existing infrastructure and status of information regarding this subject at present are insufficient. The most pressing practical need for telemedicine applications is seen in the field of electronic expert consultation. Hence, the Telemedicine-Project of the GPOH Competence Net will focus on this aspect first.

Attitude of Health Personnel↗
PubMed1995

An overview of statistical methods for the classification and retrieval of patient events.

Statistical methods that can support text retrieval are becoming an increasing focus of medical informatics activities. We overview our adaptation of existing knowledge sources to create pseudo-documents for concept based latent semantic indexing. Experience demonstrated this tack of limited practical value, since retrieval performance was invariably unsatisfactory. We discovered this was due in part to the introduction of a vocabulary gap between the queries and the cases we sought to retrieve. In part to address this problem, and to avail our large body of humanly coded text as a knowledge source, we developed a least squares fit alternative for the computer assisted indexing and retrieval of biomedical texts. This technique demonstrates equivalent or superior retrieval performance when compared to all other textual retrieval techniques. It does not depend upon elaborate knowledge bases, lexicons, or thesauri. It is a promising technique for classifying and retrieving the large volumes of clinical text.

Abstracting and Indexing↗
PubMed2003

Using information technology to improve the health care of older adults.

The high burden of illness and frailty common among our growing population of older adults often results in fragmentation of care across providers and health care systems, increasing the complexity and costs of caring for these patients. Information technology offers one way to meet this challenge. Scientists at the Regenstrief Institute have more than a quarter-century of experience in using medical informatics to support clinicians in the day-to-day care of older adults. Their research has progressed through several evolutionary cycles, beginning with the acquisition of relevant data and moving to studies of the most efficient and effective mechanisms that bring information to bear at the time of clinical decision making. Information technology designed with the input of the end user has the greatest promise of changing provider behavior because it balances technological challenges with the cultural context of the practice environment. One topic of active research is information technology to support transitions of care among sites and providers. These transitions place older adults at increased risk for avoidable illness, death, and health care costs. Information systems that improve communication among providers during these transitions have the potential to improve safety and reduce costs.

Aged↗
PubMed2004

Computerized clinical decision-support in respiratory care.

Computers were initially used in health care for billing and administrative functions. More recently computers have been used to present clinical information such as laboratory results and pharmacy orders. Many medical informatics researchers believe that the ultimate goal of the "electronic health record" should be to advance computerized clinical decision-support. This report considers the challenges of developing electronic-health-record systems and integrating them into useful computerized decision-support systems and presents a "pyramid of progress" concept that involves 5 steps: (1) to gather electronic health data into a standardized and coded format, (2) to validate the quality of that electronic health data, (3) to optimize presentation of electronic health data and explore computerized decision-support, (4) to develop and share computerized knowledge bases that are based on clinical evidence as well as consensus, and (5) to tailor and to implement the computerized strategies so that they fit into the workflow process of patient care. This report discusses 3 examples of successful computerized clinical decision-support (use of antibiotics, laboratory alerting, and ventilator management) and discusses strategies essential to making computerized clinical decision-support more widely available and useful.

Data Collection↗
PubMed2003

Systematic review of scope and quality of electronic patient record data in primary care.

OBJECTIVE: To systematically review measures of data quality in electronic patient records (EPRs) in primary care. DESIGN: Systematic review of English language publications, 1980-2001. DATA SOURCES: Bibliographic searches of medical databases, specialist medical informatics databases, conference proceedings, and institutional contacts. STUDY SELECTION: Studies selected according to a predefined framework for categorising review papers. DATA EXTRACTION: Reference standards and measurements used to judge quality. RESULTS: Bibliographic searches identified 4589 publications. After primary exclusions 174 articles were classified, 52 of which met the inclusion criteria for review. Selected studies were primarily descriptive surveys. Variability in methods prevented meta-analysis of results. Forty eight publications were concerned with diagnostic data, 37 studies measured data quality, and 15 scoped EPR quality. Reliability of data was assessed with rate comparison. Measures of sensitivity were highly dependent on the element of EPR data being investigated, while the positive predictive value was consistently high, indicating good validity. Prescribing data were generally of better quality than diagnostic or lifestyle data. CONCLUSION: The lack of standardised methods for assessment of quality of data in electronic patient records makes it difficult to compare results between studies. Studies should present data quality measures with clear numerators, denominators, and confidence intervals. Ambiguous terms such as "accuracy" should be avoided unless precisely defined.

Ambulatory Care Information Systems↗
PubMed2001

EMR based telegeriatric system.

INTRODUCTION: As medical services improve due to new technologies and breakthroughs, it has lead to an increasingly aging population. There has been much discussion and debate on how to solve various aspects such as psychological, socioeconomic and medical problems related to aging. Our effort is to implement a feasible telegeriatric medical service with the use of the state of the art technology to deliver medical services efficiently to remote sites where elderly homes are based. Telegeriatric system will lead to rapid decision-making in the presence of acute or subacute emergencies. This triage will also lead to a reduction of unnecessary admission. It will enable the doctors who visit these elderly homes on a once-a-week basis to improve their geriatric management skills by communication with geriatric specialist. Nursing skills in geriatric care will also benefit from this system. Integrated EMR service will be indispensable in the face of emergency admissions to hospitals. Evolution of EMR database would lead to future research in telegeriatrics and will help to identify the areas where telegeriatrics can be optimally used. METHODOLOGY: This system is based on current web browsing technology and broadband communication. EMR web based server is developed using Java Technology. EMR database was developed using Microsoft SQL server. Both are based at the Medical Informatics Programme, National University of Singapore. Two elderly homes situated in the periphery of Singapore and a leading government hospital in geriatric care has been chosen for the project. These three institutions and National University of Singapore are connected via ADSL protocol, which support high bandwidth, which is necessary for high quality videoconferencing. Each time a patient needs a teleconsultation, a nurse or doctor in the remote site sends the history to the EMR server. EMR server forwards the request to the Alexandra Hospital for consultation. Geriatrics specialists at Alexandra Hospital carry out teleward rounds twice weekly and on demand basis. SUMMARY OF RESULTS: Following the implementation of the system, a trial run has been done. This shows a high degree of coordination and cooperation between remote site and the Alexandra Hospital Also the patient compliance is very high and they prefer teleconsultation. CONCLUSION: Initial results show that telegeriatric system has definite advantages in managing geriatric patients at a remote site. As the system evolves, further research will show the areas where telegeriatrics can be used optimally.

Aged↗
PubMedDate not supplied

Organizational and cultural changes for providing safe patient care.

OBJECTIVE: To describe an approach and experience with fostering a culture of patient safety. METHODS: (1) Organizational Change-The Department of Medicine established a patient safety committee (PSC) and charged it with reviewing adverse events. (2) Cultural Change-PSC sponsors and participants work to promote a culture of collaboration, study, learning, and prevention versus a culture of blame. (3) Collaboration-The PSC includes chief residents and members from medical informatics, nursing, pharmacy, quality assurance, risk management, and utilization management. (4) Evolution-The duties of the PSC progressed from merely learning from adverse event reports to implementing patient safety and quality improvement projects. (5) Standardization-The PSC uses standard definitions and procedures when reviewing cases of adverse events, and when conducting patient safety and quality improvement projects. RESULTS: (1) Developed an online adverse event reporting system, shortening the average report collection time by 2 days and increasing the number of adverse events reported. (2) Established a model for change using (a) safety rounds with residents, (b) e-mail safety alerts, and, in some cases, (c) decision alerts using electronic order entry. These changes in culture and capability led to improvements in care and improved financial results. CONCLUSIONS: Senior management support of a culture of learning and prevention and an organizational structure that promotes collaboration has provided an environment in which patient safety initiatives can flourish by providing not only safer and higher quality patient care but also a positive financial return on investment.

Decision Support Systems, Clinical↗
PubMed1999

A prototype of an information system for assessing the health status of prison inmates.

A research-action program was established in 1996 between the Loos-Lez-Lille prison psychiatric unit and the Department of Medical Informatics of the University Hospital of Lille (France):--(1) to investigate the health status and the general characteristics of the prison population--(2) to develop an Information System for improving the prison health care and to facilitate social rehabilitation of convicts. Starting off 1988, all new prisoners are interviewed on their arrival using a standard questionnaire. The transfer of all the information recorded in this questionnaire into a computer base was initiated in 1996, when the research action program began. A statistical analysis was performed on 15,200 records (1989-1995) to identify the most informative parameters: 50% of inmates were less than 24 years old; 57% were unemployed; 60% had no professional qualification. 31% of inmates had a psychiatric history and 16% had made a previous suicide attempt. The rate of drug abuse has increased from 24% in 89 to 53% in 95. To analyze the time trends of these parameters, a prototype of Information System was then developed. The system uses the database to product standard reports in real time.

Adolescent↗
PubMed1987

The radiology information system: its evolution and current status.

Radiology information systems (RIS) have developed over the past 20 years as a specialized area of medical informatics. Although an increasing number of radiology departments utilize such systems, the majority do not. Perhaps this is because no commercially available system has yet demonstrated its ability to provide cost-effective solutions to the diverse problems of different departments. This review begins with a brief history of RIS to point out some approaches that have proven successful and some that have not. Learning about the historical development of RIS also helps understand many of the features that are found in current systems. The bulk of the article is devoted to a detailed discussion of the functional modules found in RIS, including patient registration and data base management, examination scheduling, process control, film file management, diagnostic reporting, financial packages, and management statistics. These discussions emphasize the wide range of activities and problems found in different radiology departments and the wide range of techniques utilized by RIS. General issues of designing or selecting, installing, operating, and optimizing a RIS are discussed briefly. A final section points out areas for future development and expansion of RIS, giving special attention to the incorporation of digital image information into overall radiology systems.

Appointments and Schedules↗
PubMed2001

EMR-based TeleGeriatric system.

INTRODUCTION: As medical services improve due to new technologies and breakthroughs, it has lead to an increasingly aging population. There has been much discussion and debate on how to solve various aspects such as psychological, socio-economic and medical problems related to aging. Our effort is to implement a feasible telegeriatric medical service with the use of the state of the art technology to deliver medical services efficiently to remote sites where elderly homes are based. The TeleGeriatric system will lead to rapid decision-making in the presence of acute or subacute emergencies. This triage will also lead to a reduction of unnecessary admission. It will enable the doctors who visit these elderly homes once a week basis to improve their geriatric management skills by communication with geriatric specialist. Nursing skills in the geriatric care will also benefit from this system. Integrated electronic medical record (EMR) system will be indispensable in the face of emergency admissions to hospitals. Evolution of EMR database would lead to future research in telegeriatrics and will help to identify the areas where telegeriatrics can be optimally used. METHODOLOGY: This system is based on current web browsing technology and broadband communication. The TeleGeriatric web based server is developed using Java Technology. The TeleGeriatric database server was developed using Microsoft SQL server. Both are based at the Medical Informatics Programme, National University of Singapore. Two elderly homes situated in the periphery of Singapore and a leading government hospital in geriatric care have been chosen for the project. These 3 institutions and National University of Singapore are connected via ADSL protocol. ADSL connection supports high bandwidth, which is necessary for high quality videoconferencing. Each time a patient needs a teleconsultation a nurse or a doctor in the remote site sends the patient's record to the TeleGeriatric server. The TeleGeriatric server forwards the request to the Alexandra Hospital for consultation. Geriatrics specialists at the Alexandra Hospital carry out teleward rounds twice weekly and on demand basis. SUMMARY OF RESULTS: Following the implementation of the system, a trial run has been done. Total results have demonstrated a high degree of coordination and cooperation between remote site and the Alexandra Hospital. Also the patient compliance is very high and they prefer teleconsultation. CONCLUSION: Initial results show that the TeleGeriatric system has definite advantages in managing geriatric patients at a remote site. As the system evolves, further research will show the areas where telegeriatrics can be used optimally.

Aged↗
PubMed2005

Primary healthcare information system--the cornerstone for the next generation healthcare sector in Republic of Croatia.

At no time in the history of medicine has the growth in knowledge and technologies been so profound [Crossing the Quality Chasm: A New Health System for the 21st Century, Institute of Medicine (IOM), 2001. ISBN 0-309-07280-8]. However, healthcare delivery systems today are not able to keep up with the pace. Studies have shown that it takes an average of about 17 years for new knowledge generated by randomized trials to be incorporated into practice [B. Andrew, S. Boren, Managing clinical knowledge for health care improvement, in: Yearbook of Medical Informatics, National Library of Medicine, Bethesda, MD, 2000, pp. 65-70]. It is safe to say that today healthcare systems "have the data, but not information". In order to provide highest quality patient care, Republic of Croatia has started the process of introducing enterprise information systems to support business processes in the healthcare domain. Two major requirements are in focus: to provide efficient healthcare related data management in support of decision-making processes; and to support continuous process of healthcare resources spending optimization. The first initiated project refers to Primary Healthcare Information System (PHCIS) that provides domain of primary care with state-of-the-art enterprise information system that connects General Practitioners, Pediatricians and Gynecologists offices with the Croatian Institute for Health Insurance and Public Health Institute. In the years to come, PHCIS will serve as the main integration platform for connecting all other stakeholders and levels of healthcare (e.g. hospitals, pharmacies, laboratories) into single enterprise healthcare network. This article gives an overview of PHCIS, explains challenges that were faced in designing and implementing the system, and elaborates PHCIS role as the cornerstone for the next generation healthcare provisioning in Republic of Croatia.

Croatia↗