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Clinical computing and the repository George Hripcsak Jim Cimino Pete Stetson
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WebCIS Data sources CDWData mart Repository Info resources MED
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George Hripcsak MD – internal medicine MS – biostatistics Professor and Vice Chair
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Repository 13 years > 2,000,000 patients > 5,000,000 narrative reports Data are useful only for the purpose for which they were collected Data collected without a purpose are useless
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We are overflowing with information We just need to know how to tap it
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Data mining We can use the information in the repository to discover knowledge about medicine and biology So close and yet so far
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Range of projects TheoreticalPractical
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(Use of natural language processing) Carol Friedman, Steve Johnson
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Temporal representation and reasoning 2003-09-06-08:11:34.243563 My pneumonia was a while before the stroke
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Case-based reasoning Match on a case level (gestalt) to overcome inaccuracies and missing data
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Evaluation Use computer intensive techniques to figure out whether you have a significant data mining result
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Summarization Give providers a quick summary of the important facts about a patient
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Patient safety Detect (and someday prevent) medical errors using the repository
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Jim Cimino MD – internal medicine Postdoctoral fellowship (MGH) Professor
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Data Re-View and Re-Use View: look at data in their original form Re-View: alternate views of clinical info Use: original intent for collecting data Re-Use: any other use
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Data Re-View For other users: PatCIS
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Data Re-View For other users: PatCIS For other platforms: PalmCIS
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Data Re-View For other users: PatCIS For other platforms: PalmCIS Problem-oriented views: QingCIS
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Data Re-View For other users: PatCIS For other platforms: PalmCIS Problem-oriented views: QingCIS Using patient data to improve information retrieval: MendonCIS
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Data Re-View For other users: PatCIS For other platforms: PalmCIS Problem-oriented views: QingCIS Using patient data to improve information retrieval: MendonCIS
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Data Re-Use Examples of reuse: –Summary reports –Automated decision support –Context-specific information retrieval (infobuttons) Challenge: –Mapping concepts of raw data to concepts of reuse Solution: –Medical Entities Dictionary
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MED Structure Medical Entity Plasma Glucose Test Laboratory Specimen Plasma Specimen Anatomic Substance Plasma Substance Sampled Part of Has Specimen Substance Measured Laboratory Procedure CHEM-7 Laboratory Test Event Diagnostic Procedure Substance Bioactive Substance Glucose Chemical Carbo- hydrate
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Translations with the MED Gentamicin Injectable Gentamicin Gentamicn Sensitivity Test Serum Gentamicin Level Gentamicin Toxicity Etiology Measures Sensitivity Substance Measured Has ingredient is-a Intravascular Gentamicin Tests Summary Reports Decision Rule Expert System Drug Information
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Research Issues Identifying information needs Developing automated solutions Conceptual mapping Terminology management
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Pete Stetson Training: –MD – Internal Medicine –MA – Informatics (Columbia’s RMA) Positions: –Assistant Professor –Associate Program Director, IM Residency –Chair, Institutional Decision Support and Clinical Alerts Committee
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Projects “Real solutions for real users.” Patient Safety: –Detection: Computerized algorithms to screen the electronic medical record for adverse events (CLIPS) –Prevention: Clinical Alerts Information Access – PalmCIS Clinical Communication –Understanding how physicians talk to eachother (Sign-outs) –Increasing the portability of patient information (PalmCIS) –Matching patients to providers (Patient-Provider Index) –Improving capture of narrative data (Hospitalist eNote)
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Potential Student Projects Detection: –Using NLP to screen narrative data for evidence of adverse events Prevention: –Development and ownership of alerts (eg: K+ > 6.0) –User interface design for new PalmCIS platforms –Development of an algorithm to match patients to their primary providers (PPI) –User interface design, evaluation, real-time NLP, summarization views of clinical notes (Hospitalist eNote)
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Hospitalist eNote Architecture CDR CDW MD Input WebCIS User Billing Compliance Officer MD Review Billing Office To IDX
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