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Using CPCSSN data for predictive analytics at point-of-care Karim Vassanji Karim Keshavjee.

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Presentation on theme: "Using CPCSSN data for predictive analytics at point-of-care Karim Vassanji Karim Keshavjee."— Presentation transcript:

1 Using CPCSSN data for predictive analytics at point-of-care Karim Vassanji Karim Keshavjee

2 Faculty/Presenter Disclosure Faculty: KARIM VASSANJI Nothing to disclose CFPC CoI Templates Karim Vassanji Karim Keshavjee

3 Are Primary Care Physicians Practicing High Definition Medicine Using Black And White Technology? Karim Vassanji Karim Keshavjee

4 The EMR landscape in primary care in Canada Karim Vassanji Karim Keshavjee

5 The EMR landscape in primary care  Designed for Record Keeping  Structured Data  Unstructured Data  Some Capability for Patient Population Management  Reminders  Queries  Require Clean Data Karim Vassanji Karim Keshavjee

6 Can We Manage Patient Populations with EMRs? Karim Vassanji Karim Keshavjee

7 Karim Vassanji Karim Keshavjee

8 Managing patient populations with EMRs  Difficult and Imprecise  False positives  False negatives  Reminders and Queries  Alert Fatigue  Slows Down EMR Dirty Data Karim Vassanji Karim Keshavjee

9 Karim Vassanji Karim Keshavjee

10 Potential Solutions? Karim Vassanji Karim Keshavjee

11 Pan Canadian Initiative  Extracts EMR data from 10 different EMRs  Case finding algorithms  Cleaning algorithms  Statistical De-identification  Structured database  Available for research  De-identified data  Paper reports sent to Physicians Karim Vassanji Karim Keshavjee

12 EMR 1 EMR 2 EMR n Karim Vassanji Karim Keshavjee

13 Could CPCSSN Bring Some Color To High Definition Primary Care Medicine? Karim Vassanji Karim Keshavjee

14 PatientEncountersProviders VitalsHealth Card MedsLabsProcReferralsAllergiesVaccines Current CPCSSN dataset structure needs to be transformed to support advanced analytics Karim Vassanji Karim Keshavjee

15 The transformation… Karim Vassanji Karim Keshavjee

16 Data Transformation CPCSSN Analytics Database Karim Vassanji Karim Keshavjee

17 Predictive Analytics 101 Karim Vassanji Karim Keshavjee

18  Regression Models  Linear Regression  Logistic Regression  Multinomial Logistic Regression  Time Series Models  Survival Analysis  Multivariate Adaptive Regression Splines  Machine Learning  Neural Networks  Radial Basis Functions  Support Vector Machines  Angoss Knowledge Studio  Predixion  KXEN Modeler  TIBCO Spotfire  SAS  SPSS CPCSSN Analytics Database Karim Vassanji Karim Keshavjee

19 The sequence… Karim Vassanji Karim Keshavjee

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23 Karim Vassanji Karim Keshavjee

24 CPCSSN Analytics Database Karim Vassanji Karim Keshavjee

25 Karim Vassanji Karim Keshavjee


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