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Knowledge management in healthcare: towards 'knowledge-driven' decision-support services.

In this paper, we highlight the involvement of Knowledge Management in a healthcare enterprise. We argue that the 'knowledge quotient' of a healthcare enterprise can be enhanced by procuring diverse facets of knowledge from the seemingly placid healthcare data repositories, and subsequently operationalising the procured knowledge to derive a suite of Strategic Healthcare Decision-Support Services that can impact strategic decision-making, planning and management of the healthcare enterprise. In this paper, we firstly present a reference Knowledge Management environment-a Healthcare Enterprise Memory-with the functionality to acquire, share and operationalise the various modalities of healthcare knowledge. Next, we present the functional and architectural specification of a Strategic Healthcare Decision-Support Services Info-structure, which effectuates a synergy between knowledge procurement (vis-à-vis Data Mining) and knowledge operationalisation (vis-à-vis Knowledge Management) techniques to generate a suite of strategic knowledge-driven decision-support services. In conclusion, we argue that the proposed Healthcare Enterprise Memory is an attempt to rethink the possible sources of leverage to improve healthcare delivery, hereby providing a valuable strategic planning and management resource to healthcare policy makers.

Clinical Competence↗

Parasite genome databases and web-based resources.

In the last decade, high-throughput genome sequencing and complementary techniques such as microarray and proteomics have generated, and will continue to generate, ever-increasing amounts of data. These technologies of gene discovery, expression, and functional analysis have been applied to a vast array of organisms, including parasites. In most instances, the data are freely available via the Internet, and researchers are becoming increasingly reliant on up-to-date, centralized data repositories to complement wet bench science. This chapter presents an overview of resources relevant to researchers with an interest in para-site genomics and biology. After briefly touching on some of the publicly available nucleotide and protein sequence as well as domain databases, the focus turns to parasite genome projects and associated Web-based resources. A list of parasite sequencing projects current at the time of writing, including relevant Web site addresses, is provided. The available resources range from network sites and project pages at sequencing institutes to databases that integrate and curate sequence data and associated annotation with diverse biological datasets. Particular attention is given to three databases, GeneDB (http://www.genedb.org/), PlasmoDB (http://plasmodb. org/), and tigr db, detailing the scope of each database and the tools available for data querying and retrieval.

Animals↗

Intranet technology in hospital information systems.

The clinical information system architecture at the Columbia-Presbyterian Medical Center in New York is being incorporated into an intranet using Internet and World Wide Web protocols. The result is an Enterprise-Wide Web which provides more flexibility for access to specific patient information and general medical knowledge. Critical aspects of the architecture include a central data repository and a vocabulary server. The new architecture provides ways of displaying patient information in summary, graphical, and multimedia forms. Using customized links called Infobuttons, we provide access to on-line information resources available on the World Wide Web. Our experience to date has raised a number of interesting issues about the use of this technology for health care systems.

Computer Security↗

Strategic constraints in health informatics: are expectations realistic?

In response to demands to enhance the efficiency and accountability of health systems, a range of different information technologies are being promoted. These technologies include integrated hospital systems, community health information networks and data repositories. However, the record of such technologies inside and outside the health industry suggest that such technologies cannot necessarily be relied on. The reason identified is that information systems are inherently logical and rational systems, and often come into conflict with the less rational social systems of organizations. Health information is identified in terms of three basic dimensions of information; that associated with managers; with professionals; and, with patients. The information of these dimensions are focused on very different objectives, have different structures and functions and are controlled by very different social processes. The information is also very complex and diverse within the dimensions. In the clinical encounter the clinician draws on specialist expertise, satisfies administrative requirements, and provides a clinical record. Thus, these dimensions converge at that point. However, collecting information is costly, and an efficient service demands economy in data collection. However, the technologies being promoted demand 'complete' data acquisition based on consistent and stable data definitions and data structures. The article argues that there is, thus, a conflict between the requirements of these technologies, and the realities of providing efficient services within a changing organizational, professional and social environment.

Clinical Medicine↗

The electrocardiographic response of females to centrifuge +Gz stress.

Women continue to expand their participation in all areas of aviation, including flying high performance fighter aircraft. Acceleration (+Gz) stress is unique to fighter aviation, therefore it is important to thoroughly understand the electrocardiographic (ECG) response to +Gz stress since it reflects a portion of the cardiovascular +Gz tolerance. A comparison of the ECG response to centrifuge +Gz stress between 685 men and 94 women was made from data existing within a centrifuge data repository. The frequency of occurrence of specific types of atrial, ventricular, and the other most frequently observed ECG changes to +Gz stress were compared for females and males. Females had less atrial ectopy; essentially equivalent premature ventricular contractions (PVC's), multiformed PVC's, paired PVC's; less frequent ventricular and supraventricular tachycardia; and more frequent PVC's in a bigeminal pattern and QRS on T PVC's. Sinus arrhythmia, sinus bradycardia, and increased T-waves post +Gz stress were more frequent in males, with ectopic atrial rhythm and atrioventricular dissociation essentially equivalent in males and females. Although few women have participated in either simulated aerial combat maneuver type centrifuge profiles or centrifuge high-G training, they have shown similar ECG changes including conduction and rhythm disturbances infrequently seen in males, such as +Gz-induced right bundle branch block and high-G bradycardia. Based on the currently available ECG response data, women have no demonstrated unique susceptibility to +Gz-induced ECG changes. Therefore, no contraindication exists to initiating additional acceleration research to fully evaluate women's tolerance to the more stressful, higher levels of +Gz stress.

Acceleration↗

Mechanisms to stimulate research on assay systems to detect aneuploidy.

The present database on the induction of aneuploidy is inadequate to make comparisons between effects on lower eukaryotic and higher eukaryotic organisms. There is also an urgent need to develop new assays to detect the induction of aneuploidy in animals, as well as assays in lower eukaryotic organisms which can be used in mass-screening programs. The development of chemical and data repositories of chemicals that induce aneuploidy with known activity is proposed as a mechanism to stimulate research in this area. An efficient mechanism to develop a comprehensive database on particular assay systems and a defined set of chemicals is an international Collaborative Trial developed under and sponsored by the International Program on Chemical Safety at the World Health Organization. IPCS is sponsored by voluntary contributions from those member countries who consider such collaborative studies of importance for the development of methodology that can be used to evaluate the mutagenic and carcinogenic potential of environmental chemicals. Exposure to natural and manmade chemicals can be unique, and member countries cannot necessarily assume that chemicals to which native populations will be exposed will be tested elsewhere. The development of an International Collaborative Trial on chemicals that induce aneuploidy and a wide range of eukaryotic assay systems provide an excellent mechanism for the development of a comprehensive database. Within 2-3 years these new data could help to resolve some of the numerous questions that have arisen during the course of the research presented in this Volume.

Aneuploidy↗

Benchmarking information needs and use in the Tennessee public health community.

OBJECTIVE: The objective is to provide insight to understanding public health officials' needs and promote access to data repositories and communication tools. METHODS: Survey questions were identified by a focus group with members drawn from the fields of librarianship, public health, and informatics. The resulting comprehensive information needs survey, organized in five distinct broad categories, was distributed to 775 Tennessee public health workers from ninety-five counties in 1999 as part of the National Library of Medicine-funded Partners in Information Access contract. RESULTS: The assessment pooled responses from 571 public health workers (73% return rate) representing seventy-two of ninety-five counties (53.4% urban and 46.6% rural) about their information-seeking behaviors, frequency of resources used, computer skills, and level of Internet access. Sixty-four percent of urban and 43% of rural respondents had email access at work and more than 50% of both urban and rural respondents had email at home (N = 289). Approximately 70% of urban and 78% of rural public health officials never or seldom used or needed the Centers for Disease Control (CDC) Website. Frequency data pooled from eleven job categories representing a subgroup of 232 health care professionals showed 72% never or seldom used or needed MEDLINE. Electronic resources used daily or weekly were email, Internet search engines, internal databases and mailing lists, and the Tennessee Department of Health Website. CONCLUSIONS: While, due to the small sample size, data cannot be generalized to the larger population, a clear trend of significant barriers to computer and Internet access can be identified across the public health community. This contributes to an overall limited use of existing electronic resources that inhibits evidence-based practice.

Attitude to Computers↗

Leveraging of open EMR architecture for clinical trial accrual.

Accrual to clinical trials is a major bottleneck in scientific progress in clinical medicine. Many methods for identifying potential subjects and improving accrual have been pursued; few have succeeded, and none have proven generally reproducible or scalable. We leveraged the open architecture of the core clinical data repository of our electronic medical record system to prototype a solution for this problem in a manner consistent with contemporary regulations and research ethics. We piloted the solution with a local investigator-initiated trial for which candidate identification was expected to be difficult. Key results in the eleven months of experience to date include automated screening of 7,296,708 lab results from 69,288 patients, detection of 1,768 screening tests of interest, identification of 70 potential candidates who met all further automated criteria, and accrual of three candidates to the trial. Hypotheses for this disappointing impact on accrual, and directions for future research, are discussed.

Clinical Trials as Topic↗

Adding value to clinical data by linkage to a public death registry.

We describe the methodology and impact of merging detailed statewide mortality data into the master patient index tables of the clinical data repository (CDR) of the University of Virginia Health System (UVAHS). We employ three broadly inclusive linkage passes (designed to result in large numbers of false positives) to match the patients in the CDR to those in the statewide files using the following criteria: a) Social Security Number; b) Patient Last Name and Birth Date; c) Patient Last Name and Patient First Name. The results from these initial matches are refined by calculation and assignment of a total score comprised of partial scores depending on the quality of matching between the various identifiers. In order to validate our scoring algorithm, we used those patients known to have died at UVAHS over the eight year period as an internal control. We conclude that we are able to update our CDR with 97% of the deaths from the state source using this scheme. We illustrate the potential of the resulting system to assist caregivers in identification of at-risk patient groups by description of those patients in the CDR who were found to have committed suicide. We suggest that our approach represents an efficient and inexpensive way to enrich hospital data with important outcomes information.

Death Certificates↗

Utilization of colonoscopy in the United States: results from a national consortium.

BACKGROUND: To assess capacity for colonoscopy, we need to understand current utilization of colonoscopy in diverse clinical practice settings. The objective of this study was to determine the utilization of colonoscopy in diverse clinical practice settings. METHODS: The Clinical Outcomes Research Initiative (CORI) data repository, which receives endoscopy reports from 73 diverse adult practice sites in the United States was used. Colonoscopy reports from January 2000 to August 2002 were analyzed to determine the demographic characteristics of adult patients who received a colonoscopy and the procedure indication. The relationship of age, race, gender, and procedure indication was analyzed. RESULTS: Results of colonoscopies in 146,457 unique patients were analyzed. Of the reports, 68% came from nonacademic settings. Patients less than 50 years of age accounted for 20% of colonoscopies. The most common indications were rectal bleeding (33.6%), irritable bowel symptoms (23.8%), or screening because of a positive family history of colorectal cancer (22.4%) and screening with a primary colonoscopy or a fecal occult blood test (FOBT) (12.8%). In patients 50 years and older, asymptomatic screening (average-risk screening colonoscopy, positive family history, or FOBT positivity) accounted for 38.1% of all colonoscopies. Surveillance colonoscopy in patients with previous cancer or polyps accounted for 21.9% of colonoscopies performed in this age group. Differences in utilization were noted, based on gender and race. CONCLUSIONS: Colonoscopy utilization varies based on age, gender, and race. Colonoscopy often is performed in patients less than 50 years old for irritable bowel symptoms; rectal bleeding; or average-risk screening, for which benefits are uncertain. In patients older than 50 years, surveillance after polyp removal is a common indication and may be overused. Understanding utilization can lead to further study to determine outcomes, to optimize utilization, and to provide a basis for shifting limited resources.

Aged↗

The malignant course of "benign hallucinations" in Parkinson disease.

OBJECTIVE: To monitor progression of "benign hallucinations" in Parkinson disease (PD). METHODS: We searched our data repository for subjects with PD with 3 sets of neuropsychological testing during 3 years and Unified Parkinson's Disease Rating Scale thought disorder scores taken at 4- to 12-month intervals during this period. We found 48 patients with benign hallucinations, defined as a thought disorder score of 2 (benign hallucinations, insight retained), receiving no treatment for hallucinations. We followed up thought disorder scores under best medical management for at least 3 years or until a thought disorder score of 3 (loss of insight) or 4 (delusions) occurred. In subjects whose thought disorder scores remained at 2, we assessed neuroleptic use and decreases in PD medications to abate hallucinations. RESULTS: Most subjects (81%) progressed to thought disorder scores of 3 or 4. In 7 (78%) of 9 subjects who retained a thought disorder score of 2, PD medications were reduced to treat hallucinations, and 3 subjects (33%) also received neuroleptics. If the composite end point (any of the criteria) was used, 96% of subjects progressed, with only 2 subjects continuing with stable, untreated benign hallucinations. CONCLUSIONS: Because hallucinations progress, the concept of benign hallucinations is prognostically misleading. Though hallucinations with retained insight may be "benign" for the moment, they portend serious consequences. The term benign hallucinations of PD should be considered generally unsound and dropped from operative vocabulary.

Aged↗

Influence of the news media on diagnostic testing in the emergency department.

OBJECTIVE: To examine the association between mass media attention regarding invasive group A streptococcal (GAS) disease and testing for GAS in a pediatric emergency department (ED). DESIGN, SETTING, AND PARTICIPANTS: An observational analysis was performed of patients who had GAS tests done in a pediatric ED between December 1, 1999, and November 30, 2001. Data were analyzed by dividing each of the 2 years into 4 consecutive 90-day intervals. Data including age, date of the visit, presenting complaint, primary discharge diagnosis, whether a GAS test was obtained, and the results were collected from an electronic data repository. The date of the news stories, the station, and the duration of the broadcast were collected from electronic archives of the local newspaper and a broadcast monitoring service. MAIN OUTCOME MEASURE: The rate of GAS tests done per 1000 ED visits and the rate of positive tests per 1000 ED visits. RESULTS: An average of 103 GAS tests were performed per 1000 ED visits in the December through February period in year 2 compared with 55 GAS tests per 1000 ED visits in a similar period in year 1. This difference was statistically significant (difference, 48 tests; 95% confidence interval, 24-72 tests; P<.001). There were no significant differences in the proportion of positive tests (32% in year 1 vs 20% in year 2; mean difference, -11%; 95% confidence interval, -23% to 1%; P =.07). There were a total of 16 newspaper articles and 34 television stories on GAS during the 2-year study period. The peak in GAS tests and the peak in media events were concomitant. CONCLUSION: A surge in news stories regarding GAS disease was associated with an increase in testing for GAS in a pediatric ED.

Child↗

PhosphaBase: an ontology-driven database resource for protein phosphatases.

PhosphaBase is an ontology-driven database resource containing information on the protein phosphatase family. It is the first public resource dedicated to protein phosphatases, which are enzymes that perform dephosphorylation reactions. In conjunction with the phosphorylation action of protein kinases, phosphatases are involved in important control and communication mechanisms in the cell. They have also been implicated in many human diseases, including diabetes and obesity, cancers, and neurodegenerative conditions. PhosphaBase aims to centralize the growing base of knowledge in the phosphatase research domain. The resource is built around a formal, domain-specific DAML+OIL ontology, and the data are collected from heterogeneous biological sources using Gene Ontology terms as a means of data extraction. The overall ontology-driven architecture provides a robust structure with distinct advantages for sustainability and provides the potential for the development of diagnostic tools, as well as a data repository.

Animals↗

One vendor's experience: preliminary development of a reminder system based on the Arden Syntax.

This article reviews the efforts of HBO & Company in the production of a first phase clinical alerting system based on the Arden Syntax. The alerting system was integrated with a clinical data repository and clinical workstation to process returning laboratory results. Investigations with expert systems resulted in a C language alerting system. GUI prototyping of an authoring environment led to a Smalltalk language authoring system. Future development is expected to broaden the system scope and address the evolution of the Arden Syntax.

Artificial Intelligence↗

Bedside, classroom and bench: collaborative strategies to generate evidence-based knowledge for nursing practice.

The rise of evidence-base practice (EBP) as a standard for care delivery is rapidly emerging as a global phenomenon that is transcending political, economic and geographic boundaries. Evidence-based nursing (EBN) addresses the growing body of nursing knowledge supported by different levels of evidence for best practices in nursing care. Across all health care, including nursing, we face the challenge of how to most effectively close the gap between what is known and what is practiced. There is extensive literature on the barriers and difficulties of translating research findings into practical application. While the literature refers to this challenge as the "Bench to Bedside" lag, this paper presents three collaborative strategies that aim to minimize this gap. The Bedside strategy proposes to use the data generated from care delivery and captured in the massive data repositories of electronic health record (EHR) systems as empirical evidence that can be analysed to discover and then inform best practice. In the Classroom strategy, we present a description for how evidence-based nursing knowledge is taught in a baccalaureate nursing program. And finally, the Bench strategy describes applied informatics in converting paper-based EBN protocols into the workflow of clinical information systems. Protocols are translated into reference and executable knowledge with the goal of placing the latest scientific knowledge at the fingertips of front line clinicians. In all three strategies, information technology (IT) is presented as the underlying tool that makes this rapid translation of nursing knowledge into practice and education feasible.

Cooperative Behavior↗

DORSSAA: Drug-Target interactOmics Resource Based on Stability/Solubility Alteration Assay.

Advancements in high-throughput techniques such as Thermal Proteome Profiling and the high-throughput Proteome Integral Solubility Alteration assay have revolutionized our understanding of drug-protein interactions. Despite these innovations, the absence of an integrative platform for cross-study analysis of stability and solubility alteration data represents a significant bottleneck. To address this gap, we introduce Drug-target interactOmics Resource based on Stability/Solubility Alteration Assay (DORSSAA), an interactive and expandable web-based platform for the systematic analysis and visualization of proteome stability and solubility alteration assay datasets. Currently, DORSSAA features 1,135,985 records spanning 38 cell lines and organisms, 135 compounds, and 40,742 protein targets. Through its user-friendly interface, the resource supports comparative drug-protein interaction analysis and facilitates the discovery of actionable therapeutic targets. Through two case studies, methotrexate target profiling in A549 cells and combinatorial-therapy drug-target interactions in leukemia cell lines, we demonstrate DORSSAA's utility for identifying protein-drug interactions across diverse experimental contexts. This resource empowers researchers to accelerate drug discovery and enhance our understanding of protein behavior. Compared with data repositories and interaction databases, DORSSAA provides direct protein-level evidence of mechanisms of action with strict statistical control for each study. This enables more reliable identification of drug targets, off-target effects, and potential drug combinations.

Humans↗

Renal and extrarenal predictors of nephrectomy from the national trauma data bank.

PURPOSE: The kidney is injured in 1.4% to 3.0% of all trauma cases. The management of renal injuries is controversial, as reflected in regional and institutional variations in treatment preferences. Using a national trauma database we identified independent risk factors for nephrectomy. MATERIALS AND METHODS: The population was selected from the National Trauma Data Bank, a voluntary data repository containing all trauma admissions to 268 participating trauma centers. Patients with renal injuries were identified by Abbreviated Injury Scale codes. Patient demographic, associated injuries and facility characteristics were recorded. Univariate and Poisson regression analysis with clustering by facility was performed. RESULTS: Renal injury was present in 8,465 patients. Nephrectomy was performed in 4% of all blunt and 21% of all cases of penetrating renal injuries. Only 0.5% of blunt renal injury cases underwent repair compared with 15% of those of penetrating injuries. On multivariate analysis renal injury severity was the strongest predictor of nephrectomy. The relative risk of nephrectomy for grade V renal injuries was 146 (95% CI 74 to 289) and 33 (95% CI 13 to 89) in the blunt and penetrating models, respectively. The need for laparotomy and surgery on other intra-abdominal organs predicted nephrectomy in patients with blunt and penetrating injuries. Hospital trauma designation did not statistically impact nephrectomy rates. CONCLUSIONS: The severity of renal injury based on the AAST organ injury scale for Renal Trauma is the strongest risk factor for nephrectomy. The need for surgery on other intra-abdominal injuries increases the risk of nephrectomy to a lesser extent. In cases of blunt trauma severe renal injury usually necessitates nephrectomy.

Adult↗

Medical informatics--the state of the art in the Hospital Authority.

Since its inception in 1990, the Hospital Authority (HA) has strongly supported the development and implementation of information systems both to improve the delivery of care and to make better information available to managers. This paper summarizes the progress to date and discusses current and future developments. Following the first two phases of the HA information technology strategy the basic infrastructural elements were laid in place. These included the foundation administrative and financial systems and databases; establishment of a wide area network linking all hospitals and clinics together; laboratory, radiology and pharmacy systems with access to results in the ward. A major push into clinical systems began in 1994 with the clinical management system (CMS), which established a clinical workstation for use in both ward and ambulatory settings. The CMS is now running at all major hospitals, and provides single logon access to almost all the electronically collected clinical data in the HA. The next phase of development is focussed on further support for clinical activities in the CMS. Key elements include the longitudinal electronic patient record (ePR), clinical order entry, generic support for clinical reports, broadening the scope to include allied health and the rehabilitative phase, clinical decision support, an improved clinical documentation framework, sharing of clinical information with other health care providers and a comprehensive data repository for analysis and reporting purposes.

China↗