The broad, long-term objective of this proposal a health care delivery system with the following characteristics: (1) a focus on imaging that facilitates an objectified, evidence-based practice of medicine, (2) the ability to tailor an appropriate imaging protocol to tailor an appropriate imaging protocol for an individual patient, and (3) transform teleradiology to an infrastructure that runs on a variety of hardware platforms. The proposal specifically aims to objectify a patient's subjective clinical presentation by defining individually tailored imaging work-up sequences based on input from specialists and structured patient data, develop methods for automated data collection to facilitate health services research related to the process, outcomes, and resource utilization, develop algorithms to correlate patient data with medical literature, design a modular system that enables hardware independence and implement and evaluate a prototype with a well-defined patient population. The project's facilitation of evidence-based practice of medicine should reduce medical uncertainties and improve quality of care. Research design and methods include: (1) structured data input, teleconsultation, and supervised machine learning for individually tailored imaging protocols; (2) a flexible input architecture and data representation for health services data collection; (3) feature extraction, pattern discovery, and content-based indexing techniques, for content correlations; and (4) a network-centric architecture which use TCP/IP, JAVA, and CORBA standards for hardware independence. Development of the proposed infrastructure will promote evidence-based practice of medicine, improve the process and outcome of care, and facilitate cost-effectiveness studies by providing more accurate health services research data.
Bashyam, Vijayaraghavan; Hsu, William; Watt, Emily et al. (2009) Problem-centric organization and visualization of patient imaging and clinical data. Radiographics 29:331-43 |
Taira, Ricky K; Taira, Ricky; Bui, Alex et al. (2008) A tool for improving the longitudinal imaging characterization for neuro-oncology cases. AMIA Annu Symp Proc :712-6 |
Son, Roderick Y; Taira, Ricky K; Kangarloo, Hooshang et al. (2008) Context-sensitive correlation of implicitly related data: an episode creation methodology. IEEE Trans Inf Technol Biomed 12:549-60 |
Bui, Alex A T; Morioka, Craig; Dionisio, John David N et al. (2007) OpenSourcePACS: an extensible infrastructure for medical image management. IEEE Trans Inf Technol Biomed 11:94-109 |
Taira, Ricky K; Bashyam, Vijayaraghavan; Kangarloo, Hooshang (2007) A field theoretical approach to medical natural language processing. IEEE Trans Inf Technol Biomed 11:364-75 |
Bui, Alex A T; Aberle, Denise R; Kangarloo, Hooshang (2007) TimeLine: visualizing integrated patient records. IEEE Trans Inf Technol Biomed 11:462-73 |
Ardekani, Siamak; Kumar, Anand; Bartzokis, George et al. (2007) Exploratory voxel-based analysis of diffusion indices and hemispheric asymmetry in normal aging. Magn Reson Imaging 25:154-67 |
Ardekani, Siamak; Selva, Luis; Sayre, James et al. (2006) Quantitative metrics for evaluating parallel acquisition techniques in diffusion tensor imaging at 3 Tesla. Invest Radiol 41:806-14 |
Ardekani, Siamak; Sinha, Usha (2006) Statistical representation of mean diffusivity and fractional anisotropy brain maps of normal subjects. J Magn Reson Imaging 24:1243-51 |
Ardekani, Siamak; Sinha, Usha (2005) Geometric distortion correction of high-resolution 3 T diffusion tensor brain images. Magn Reson Med 54:1163-71 |
Showing the most recent 10 out of 21 publications