Handheld-Based Decision Support in Trauma Medicine Blaž Zupan Faculty of Computer Science,...

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Handheld-Based Decision Support in Trauma Medicine Blaž Zupan Faculty of Computer Science, University of Ljubljana Baylor College of Medicine, Houston

Transcript of Handheld-Based Decision Support in Trauma Medicine Blaž Zupan Faculty of Computer Science,...

Page 1: Handheld-Based Decision Support in Trauma Medicine Blaž Zupan Faculty of Computer Science, University of Ljubljana Baylor College of Medicine, Houston.

Handheld-Based Decision Support

in Trauma Medicine

Blaž Zupan

Faculty of Computer Science, University of LjubljanaBaylor College of Medicine, Houston

Page 2: Handheld-Based Decision Support in Trauma Medicine Blaž Zupan Faculty of Computer Science, University of Ljubljana Baylor College of Medicine, Houston.

Examples ofMedical Decision Support• Probability of recurrence after radical

prostatectomy

• Predicting patient’s long term clinical status after hip arthroplasty

• Wrist injuries: should we operate?

Page 3: Handheld-Based Decision Support in Trauma Medicine Blaž Zupan Faculty of Computer Science, University of Ljubljana Baylor College of Medicine, Houston.

Why?

• Second opinion• Systematic approach• Decision analysis

– which factors are important– how do they influence the decision

• Prognosis,• Treatment planning,• Diagnosis, ...

Page 4: Handheld-Based Decision Support in Trauma Medicine Blaž Zupan Faculty of Computer Science, University of Ljubljana Baylor College of Medicine, Houston.

Why handhelds?

• Handhelds are practical• Decision support tool should be

available wherever decision takes place• They provide enough computing power

Page 5: Handheld-Based Decision Support in Trauma Medicine Blaž Zupan Faculty of Computer Science, University of Ljubljana Baylor College of Medicine, Houston.

Decision Support Models

background (expert) knowledge

data(EPR, clinical data bases, ...)

statistical analysisdata mining

decisionsupportmodel

patient’s data

decision(prognosis, diagnosis, treatment plan, ...)

Page 6: Handheld-Based Decision Support in Trauma Medicine Blaž Zupan Faculty of Computer Science, University of Ljubljana Baylor College of Medicine, Houston.

Sucess Story: Prostogram

• MW Kattan, P Fern: From 1999 in regular use at Memorial Sloan-Kettering Hospital and BCM

Page 7: Handheld-Based Decision Support in Trauma Medicine Blaž Zupan Faculty of Computer Science, University of Ljubljana Baylor College of Medicine, Houston.

Decision Support Shellon Palm(TM)

statistical analysisdata mining

decision support modelsin XML

(synchronization)

decision support

Page 8: Handheld-Based Decision Support in Trauma Medicine Blaž Zupan Faculty of Computer Science, University of Ljubljana Baylor College of Medicine, Houston.

An example ...

Aoki N. et al: Mathematical Analysis of Data from the Hanshin-Awaji Earthquake.

Page 9: Handheld-Based Decision Support in Trauma Medicine Blaž Zupan Faculty of Computer Science, University of Ljubljana Baylor College of Medicine, Houston.

... An example

Page 10: Handheld-Based Decision Support in Trauma Medicine Blaž Zupan Faculty of Computer Science, University of Ljubljana Baylor College of Medicine, Houston.

Current Status• Applications

– BCM & Ben Taub Hospital, Houston: traumatology

– Smrke (Clinical Center in Ljubljana, Slovenia): hip, wrist injury

– Kattan (Sloan-Kettering, NY): prostate cancer

• Methodology– Logistic regression, other methods (table

lookup, naive Bayes, survival models) coming soon

– Integration with data mining tools coming soon