Concurrent Activity Recognition for Clinical Work
In 2012 IEEE World Congress in Computational Intelligence
We present an approach to learning to recognize concurrent activities based on multiple data streams. One example is... more We present an approach to learning to recognize concurrent activities based on multiple data streams. One example is recognition of concurrent activities in hospital operating rooms based on multiple wearable and embedded sensors. This problem differs from standard time series classification in that there is no natural single target dimension, as multiple activities are performed at the same time. Hence, most existing approaches fail. The key innovations that allow us to tackle this problem is (1) learning to recognize base activities from raw sensor data, (2) creating artificial joint activities from base activities using frequent pattern mining and (3) handling temporal dependency using virtual evidence boosting.
Os Sistemas de Gestão da Informação nos Hospitais Públicos Portugueses: Uma Perspectiva Actual / Managing Information System in Portuguese Public Hospitals
Artigo executado a partir da Dissertação de Mestrado em Ciências da Documentação e Informação, variante de Arquivística, apresentada à Faculdade de Letras da Universidade de Lisboa.
O presente estudo é um diagnóstico sobre a situação actual dos sistemas de informação hospitalares, com especial... more
O presente estudo é um diagnóstico sobre a situação actual dos sistemas de informação hospitalares, com especial atenção para os sistemas de informação arquivística, em Portugal. Com este estudo pretende-se traçar uma recente perspectivação dos sistemas de informação arquivística hospitalares, essenciais para a preservação da documentação e a futura investigação histórica em matéria de saúde pública, sem esquecer a sua extrema importância para a gestão das instituições e no auxílio à prática clínica baseada na evidência. A metodologia a ser utilizada, para além da revisão bibliográfica, baseia-se na análise crítica aos resultados de um questionário enviado a uma amostra representativa de instituições hospitalares portuguesas, após devido tratamento estatístico.
This study is a diagnosis of current situation of healthcare information systems, with special attention to the archival information systems in Portugal. It is a recent perspectivation of archival information systems in hospitals, essential to the preservation of documentation and to improve future historical research in public health, not to mention its importance to the management of institutions and aid in clinical practice based on evidence. The methodology to be used, in addition to the literature review, is based on critical analysis of the results of a questionnaire sent to a representative sample of Portuguese hospitals, after due statistical treatment.
Health information Technology
by Molly King
Dorr, David A., Molly M. King. 2011. Chapter in Comprehensive Care Coordination for Chronically Ill Adults, edited by Cheryl Schraeder and Paul S. Shelton. Ames, Iowa: Wiley-Blackwell.
Ambivalent implications of health care information systems: a study in the brazilian public health care system
ALBUQUERQUE, João Porto de; PRADO, Edmir P. V. and MACHADO, Gabriel Raja. Ambivalent implications of health care information systems: a study in the brazilian public health care system. Rev. adm. empres. [online]. 2011, vol.51, n.1 [cited 2011-03-15], pp. 58-71 . Available from: <http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0034-759020110
This article evaluates social implications of the “SIGA” Health Care Information System (HIS) in a public health care... more
This article evaluates social implications of the “SIGA” Health Care Information System (HIS) in a public health care organization in the city of São Paulo. The evaluation was performed by means of an in-depth case study with patients and
staff of a public health care organization, using qualitative and quantitative data. On the one hand, the system had consequences perceived as positive such as improved convenience and democratization of specialized treatment for patients and improvements in work organization. On the other hand, negative outcomes were reported, like difficulties faced by
employees due to little familiarity with IT and an increase in the time needed to schedule appointments. Results show
the ambiguity of the implications of HIS in developing countries, emphasizing the need for a more nuanced view of the
evaluation of failures and successes and the importance of social contextual factors.
Informações estratégicas em saúde no Brasil: um enfoque nos sistemas de informações governamentais
Co-authored: Eduardo Gomes Carvalho
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Seen by:Recommendation for Electronic Health Records in Haiti
By: Travis Horsley and Patrick Linton
Georgia Institute of Technology
Haiti is the poorest country in the western hemisphere. After the 2010 earthquake, much of the infrastructure in the... more Haiti is the poorest country in the western hemisphere. After the 2010 earthquake, much of the infrastructure in the capital area was destroyed, including many hospitals and clincics. The paper-based records stored within were destroyed. Many tent-hospitals staffed by international volunteers had to treat trauma patients without any sort of medical record. An electronics health record (EHR) system could have maintained records for use in this crisis. This paper analyzes several EHR systems that have been implemented in the past in countries with HDI similar to Haiti, develops a typology for analyzing these systems, and proposes a path toward implementing a new EHR system.
Electronic Health Records (EHRs) in Rural Georgia
A Policy Analysis for the School of Public Policy at the Georgia Institute of Technologyand the Health Systems Institute at the Enterprise Innovation Institute
PUBP 6201
Policy Analysis
Dr. Marilyn A. Brown
Professor
Prepared By: Gayle Beyah, Franklin Gbologah, Travis Horsley, Hillary Lipko, Wes Staley and Haiyu Zou
A Framework for Evaluating the Appropriateness of Clinical Decision Support Alerts and Responses
McCoy AB, Waitman LR, Lewis JB, Wright JA, Choma DP, Miller RA, Peterson JF. “A Framework for Evaluating the Clinical Impact of Computerized Medication Safety Alerts.” Journal of the American Medical Informatics Association. 2011 Aug 17. [Epub]
Objective: Alerting systems, a type of clinical decision support (CDS), are increasingly prevalent in healthcare, yet... more
Objective: Alerting systems, a type of clinical decision support (CDS), are increasingly prevalent in healthcare, yet few studies have concurrently measured the appropriateness of alerts with provider responses to alerts. Recent reports of suboptimal alert system design and implementation highlight the need for better evaluation to inform future designs. The authors present a comprehensive framework for evaluating the clinical appropriateness of synchronous, interruptive medication safety alerts.
Methods: Through literature review and iterative testing, we developed metrics that describe successes, justifiable overrides, provider non-adherence, and unintended adverse consequences of CDS alerts. We validated the framework by applying it to a medication alerting system for patients with acute kidney injury (AKI).
Results: Through expert review, the framework assesses each alert episode for appropriateness of the alert display and the necessity and urgency of a clinical response. Primary outcomes of the framework include the false positive alert rate, alert override rate, provider non-adherence rate, and rate of provider response appropriateness. Application of the framework to evaluate an existing AKI medication alerting system provided a more complete understanding of the process outcomes measured in the AKI medication alerting system. We confirmed that previous alerts and provider responses were most often appropriate.
Conclusion: The new evaluation model offers a potentially effective method to assess the clinical appropriateness of synchronous interruptive medication alerts prior to evaluating patient outcomes in a comparative trial. More work can determine the generalizability of the framework for use in other settings and other alert types.
Computerization of workflows, guidelines and care pathways: a review of implementation challenges for process-oriented health information systems
by Phil Gooch
Journal of the American Medical Informatics Association 2011. doi:10.1136/amiajnl-2010-000033.
Objective: There is a need to integrate the various theoretical frameworks and formalisms for modeling clinical... more
Objective: There is a need to integrate the various theoretical frameworks and formalisms for modeling clinical guidelines, workflows, and pathways, in order to move beyond providing support for individual clinical decisions and toward the provision of process-oriented, patient-centered, health information systems (HIS). In this review, we analyze the challenges in developing process-oriented HIS that formally model guidelines, workflows, and care pathways.
Methods: A qualitative meta-synthesis was performed on studies published in English between 1995 and 2010 that addressed the modeling process and reported the exposition of a new methodology, model, system implementation, or system architecture. Thematic analysis, principal component analysis (PCA) and data visualisation techniques were used to identify and cluster the underlying implementation ‘challenge’ themes.
Results: One hundred and eight relevant studies were selected for review. Twenty-five underlying ‘challenge’ themes were identified. These were clustered into 10 distinct groups, from which a conceptual model of the implementation process was developed.
Discussion and conclusion: We found that the development of systems supporting individual clinical decisions is evolving toward the implementation of adaptable care pathways on the semantic web, incorporating formal, clinical, and organizational ontologies, and the use of workflow management systems. These architectures now need to be implemented and evaluated on a wider scale within clinical settings.

