User-centered visual analysis using a hybrid reasoning architecture for intensive care units

One problem pertaining to Intensive Care Unit information systems is that, in some cases, a very dense display of data can result. To ensure the overview and readability of the increasing volumes of data, some special features are required (e.g., data prioritization, clustering, and selection mechanisms) with the application of analytical methods (e.g., temporal data abstraction, principal component analysis, and detection of events). This paper addresses the problem of improving the integration of the visual and analytical methods applied to medical monitoring systems. We present a knowledge- and machine learning-based approach to support the knowledge discovery process with appropriate analytical and visual methods. Its potential benefit to the development of user interfaces for intelligent monitors that can assist with the detection and explanation of new, potentially threatening medical events. The proposed hybrid reasoning architecture provides an interactive graphical user interface to adjust the parameters of the analytical methods based on the users' task at hand. The action sequences performed on the graphical user interface by the user are consolidated in a dynamic knowledge base with specific hybrid reasoning that integrates symbolic and connectionist approaches. These sequences of expert knowledge acquisition can be very efficient for making easier knowledge emergence during a similar experience and positively impact the monitoring of critical situations. The provided graphical user interface incorporating a user-centered visual analysis is exploited to facilitate the natural and effective representation of clinical information for patient care

Knowledge-Intensive Processes: Characteristics, Requirements and Analysis of Contemporary Approaches

Engineering of knowledge-intensive processes (KiPs) is far from being mastered, since they are genuinely knowledge- and data-centric, and require substantial flexibility, at both design- and run-time. In this work, starting from a scientific literature analysis in the area of KiPs and from three real-world domains and application scenarios, we provide a precise characterization of KiPs. Furthermore, we devise some general requirements related to KiPs management and execution. Such requirements contribute to the definition of an evaluation framework to assess current system support for KiPs. To this end, we present a critical analysis on a number of existing process-oriented approaches by discussing their efficacy against the requirements

STAR framework revisited: Curriculum for user-centered design summer schools

Annually, an interdisciplinary community of students, researchers and practitioners from computer engineering, social sciences, Human Computer Interaction, visual communication and other related disciplines, gather together for 2-to-5 weeks to participate in intensive summer school sessions. Although the overall theme and the participants vary each year, these programs remain focused on the teaching and practice of User-Centered Design (UCD) in the context of the local community where the academy is conducted. By listening to lectures, working in ateliers, living with target users and facing real-world design problems, participants experientially learn a mixture of IxD processes, ethnographic methods, prototyping techniques and teamwork skills, despite the program's short duration. Intensive design summer academies like this are essential, as they offer an environment for experimentation that is difficult to create in other educational settings. However, organizing and implementing these programs in ways that optimize the learning process is challenging. As past participants, atelier leaders and instructors for a variety of summer workshops, the authors made several poignant observations about the need for an educational framework to facilitate learning and to address the students' diverse cultural backgrounds, educational disciplines, learning techniques and cultural markers. Upon further examination of the educational literature, ethnographic observation during subsequent summer sessions and interviews of past students, atelier leaders, lecturers and organizers, the authors proposed the STAR Framework for design summer schools. [see Schadewitz, Adler, Moncur, Roberts, 2006] While this framework offers organizers clear direction on structuring IxD summer schools, it provides little guidance on the curriculum itself. It has become clear that special attention must also be paid to the content, order and delivery of the curriculum, particularly given the limited time frame of the session. Building upon the established framework, this paper proposes a curricular construct that will maximize knowledge transfer within the summer school context

Using an Audience Response System Smartphone App to Improve Resident Education in the Pediatric Intensive Care Unit.

In the Pediatric Intensive Care Unit (PICU), most teaching occurs during bedside rounds, but technology now provides new opportunities to enhance education. Specifically, smartphone apps allow rapid communication between instructor and student. We hypothesized that using an audience response system (ARS) app can identify resident knowledge gaps, guide teaching, and enhance education in the PICU. Third-year pediatric residents rotating through the PICU participated in ARS-based education or received traditional teaching. Before rounds, experimental subjects completed an ARS quiz using the Socrative app. Concomitantly, the fellow leading rounds predicted quiz performance. Then, discussion points based on the incorrect answers were used to guide instruction. Scores on the pre-rotation test were similar between groups. On the post-rotation examination, ARS participants did not increase their scores more than controls. The fellow's prediction of performance was poor. Residents felt that the method enhanced their education whereas fellows reported that it improved their teaching efficiency. Although there was no measurable increase in knowledge using the ARS app, it may still be a useful tool to rapidly assess learners and help instructors provide learner-centered education

Open, distributed and user-centered: Towards a paradigm shift in innovation policy

Today's innovation policies ignore that innovation is increasingly open, distributed and user-centered. In this paper we introduce the user-centered model as an alternative paradigm of how innovation 'works'. We discuss how it differs from traditional, linear producer-centered model, argue why it is legitimate to develop policies in support of it, and provide specific directions. �