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National Center for Supercomputing ApplicationsUniversity of Illinois
Health Monitoring with INDICATOR
Ian Brooks, Ph.D.
Brown Dog Workshop
July 22 2014
“There’s something going around”
Everyone has an idea of the health of their community based on everyday experiences
Attendance
Social media
Sales
But is this usable information?
What is INDICATOR?
A framework for managing health data
DATA SOURCES
Veterinary Sources
Real-time Sensors
Social Media
Pharmacy Records
School Attendance
Patient Advisory Calls
Emergency Services
Insurance Data
Lab Tests
Reportable Diseases
Death Certificates
COFACTORS
Weather
Environmental Factors
OUTBREAK DETECTION
Analysis/Detection Algorithms
MODELING
Modeling Studies
Outbreaks
Parameters
PUBLIC HEALTH
DECISION MAKERS
Decisions
Scenarios
COLLABORATIVE TOOLS
INDICATOR: Philosophy
Combine multiple sources of imperfect data to create picture
It is better to have imperfect data than no data
Take the data that is available
Minimize regulatory burdensFocus on the population level
Separate outbreak detection from
case follow-up
Current Data Status
* Lyme DiseaseGranulocytic Anaplasmosis Monocytic Ehrlichiosis
Rocky Mountain spotted fever HeartwormBlastomycosis
Data Type Frequency Contents Start Date Emergency Department Daily Triage Chief Complaint, Discharge Dx April 2009 Convenient Care Ambulatory Clinic Daily ICD9 Dx January 2006 Patient Advisory Nurse Daily Chief Complaint April 2007 Reportable Diseases Monthly Reported Disease Count January 2007 School Attendance Weekday Absenteeism w or w/o illness August 2008 Animal Control Monthly Animal Bites by Species January 2006 Weather Daily Temperature, Rainfall, etc. January 2006 Humane Society Daily Animals under treatment July 2011 Sentinel Veterinary Clinics Varies Six defined diseases* January 2012 VMDB Cushing, Lyme, RMSF, Heartworm June 1999 Mosquito Trap Weekly Trap status May 2012 Pollen Daily Pollen Count July 2012
Emergency DepartmentChief Complaint ED DX
!Other Worried well; Dental caries
!Other Potential exposure to STD; Screening for STDs (sexually transmitted diseases)
Headache HTN (hypertension); Headache; Pain, dental
!Other Abscess
!Other
Chest wall pain; Headache [chronic
]
ABD Pain Chronic abdominal pain; Emesis; Diarrhea
!Other Worried well
ABD Pain Acute URI; Abdominal pain in pregnancy; Intrauterine normal pregnancy; Ear pain
ABD Pain Diaphragmatic hernia
ABD Pain Abdominal pain; Strain of ligament or muscle
ABD Pain Ureteral calculus; Flank pain
ABD Pain Gastritis; Blood in stool
ABD Pain Pregnancy as incidental finding; Tobacco abuse; Vaginal Discharge
ABD Pain Ovarian cyst; Acute abdominal pain
ABD Pain
ABD Pain Right sided abdominal pain
ABD Pain Acute abdominal pain; Ovarian cyst
ABD Pain Abdominal pain; N&V - nausea and vomiting
Upper Resp Sx GERD (gastroesophageal reflux disease); Nasal congestion
Wrist Trauma Forearm contusion
Wheezing Wheezing; Reactive airway disease; Acute URI; Cough
Wheezing Asthma with acute exacerbation
Vomiting Acute gastroenteritis
Vomiting Acute gastroenteritis
Vomiting Bilious vomiting; Chest pain; Dyspnea; Cough; Diarrhea; Acute abdominal pain; Sepsis; Pneumonia; Positive D-dimer; Dehydration; Headache
Vomiting Gastroenteritis; Diabetes mellitus
Vomiting Acute gastroenteritis
Vomiting Abdominal pain; Ulcerative colitis
Vomiting N&V - nausea and vomiting; Diarrhea
Wheezing Reactive airway disease; Bronchiolitis
Wheezing Asthma with acute exacerbation
Vomiting N&V - nausea and vomiting; Chest pain; Dyspnea; Heart palpitations; Dehydration
Vomiting During Pregnancy Vomiting; Pregnancy as incidental finding
Vomiting Viral gastroenteritis; Fever, unspecified
Vomiting
Vaginal Bleeding; Pregnant Vaginal bleeding; Threatened miscarriage in early pregnancy
Vaginal Discharge Trichomonal vaginitis; Bacterial vaginosis
Vomiting Viral gastroenteritis; Fever, unspecified
Urinary Urgency Urinary frequency
Urinary Pain UTI (lower urinary tract infection); Morbid obesity; Diabetes mellitus; Venous stasis ulcers
Urinary Retention Pyelonephritis; Cystitis
Vaginal Bleeding Vaginal spotting
Toe Pain Onychomycosis; Nail overgrowth
Toe Pain Dislocation of third toe, right, closed
Upper Resp Sx AOM (acute otitis media)
Nurse Call Center
Triage Calls
Guidelines Used in
Descending Number Order
9/3/2011 to 9/3/2011
Guideline Name Times Used
No Guideline/Advice Per Reference (Adult) 17
After Hours Medication Refill 16
Postoperative Wound Care 5
Back Symptoms 4
Postoperative Problems 4
Abortion: Less Than 20 Weeks, Threatened/Spontaneous 3
Chest Pain / Discomfort 3
Fever After 3 Months Old (Pediatric) 3
Headache 3
Urinary Symptoms - Female 3
Abrasions/Lacerations/Puncture Wounds 2
Cough (Pediatric) 2
Diarrhea / Change in Bowel Habits 2
Dizziness / Vertigo 2
Edema, Generalized Atraumatic 2
Hypertension; Known / Suspected 2
Irregular Heartbeat 2
No Guideline Or Reference Available (Pediatric) 2
Poison Ivy / Oak / Sumac Exposure 2
Preterm Labor: 20 to 37 Weeks Gestation 2
Seizure 2
Veterinary Clinic
Animals being treated between 10/1/2012 and 11/30/2012
As of : 12/3/2012 10:26:08AM
BIRD CAT DOG OTHER Total
ALOPECIA 3 15 11 3 32
COCCIDIA 0 27 15 0 42
COUGH 0 7 0 0 7
DEMODEX 0 0 3 0 3
DERMATITIS 0 2 3 0 5
DIARRHEA 0 32 1 0 33
EAR INFECTION 0 46 15 0 61
EARMITES 0 124 2 8 134
FIV 0 1 0 0 1
FLEA DERMATITIS 0 6 13 0 19
FRACTURE 0 0 2 0 2
GIARDIA 0 1 0 0 1
HEARTWORM 0 0 2 0 2
KENNEL COUGH 0 0 22 0 22
PARVO 0 0 6 0 6
RINGWORM 0 0 2 0 2
ROUNDWORMS 0 51 18 0 69
TAPEWORMS 0 80 11 0 91
VOMITING 0 19 3 0 22
WHIPWORMS 0 0 9 0 9
Total 3 411 138 11 563
treatment_date review_date breedBIRD
A070187 ALOPECIA 10/04/2012 10/20/2012 FINCH
A070187 ALOPECIA 10/21/2012 11/07/2012 FINCH
A070375 ALOPECIA 10/27/2012 11/08/2012 FINCH
CAT
A069732 ALOPECIA 07/20/2012 10/16/2012 DOMESTIC SH / MIX
A064727 ALOPECIA 08/31/2012 11/06/2012 DOMESTIC SH / MIX
A070012 ALOPECIA 09/05/2012 10/03/2012 DOMESTIC LH / MIX
A070042 ROUNDWORMS 09/06/2012 10/06/2012 DOMESTIC SH / MIXA070043 ROUNDWORMS 09/06/2012 10/06/2012 DOMESTIC SH / MIX
A056111 ALOPECIA 09/12/2012 11/14/2012 BOMBAY / MIX
A068864 COUGH 09/16/2012 11/05/2012 DOMESTIC SH / MIX
A069858 ROUNDWORMS 09/17/2012 10/01/2012 DOMESTIC SH / MIX
A070011 COCCIDIA 09/19/2012 10/03/2012 DOMESTIC MH / MIX
A069106 DIARRHEA 09/19/2012 10/25/2012 BOMBAY / MIX
Imaginations unbound
School Attendance
Codes: E Elementary A Elementary B Elementary C High School B High School High School C
07/24/2008 2
07/25/2008 5
07/28/2008 3
07/29/2008 3
07/30/2008 4
07/31/2008 12
08/01/2008 18
08/04/2008 8
08/05/2008 13
08/06/2008 9
08/07/2008 9
08/08/2008 14
08/11/2008 20
08/12/2008 17
08/13/2008 9
08/14/2008 10
08/15/2008 24
08/18/2008 9
08/19/2008 10
08/20/2008 6
08/21/2008 8 1 6 14 3 1
08/22/2008 17 2 11 44 37
08/25/2008 10 5 11 42 36
08/26/2008 11 10 13 35 43
08/27/2008 8 12 4 60 47 1
08/28/2008 9 10 15 57 56 2
One Health unified data format (draft)
1. Presentation Date
2. Dx Code (SNOMED, ICD-9, ICD-10,LOINC etc.)
3. Dx Free Text
4. Chief Complaint Free Text
5. Location of Reporting Facility
6. Count
7. Species
8. Notes
• Irrelevant or unavailable fields can be left blank
Additional datasets under discussion
Point of salePrescriptions
Over the counter drugs
Social media
Wildlife observations
Emergency service calls
Clinical laboratory results
ED/clinical wait times
Police citations
Imaginations unbound
Tools used
TalenD
mySQL
R
Drupal
HighCharts
WSARE
Weka
SpagoBI
Brown Dog opportunities
• DAP• Convert files into “One Health” format • Possible use of DFDL• How to make data management scalable
• DTS• Metadata extraction
• Data format (standard, controlled vocabulary, free text)• Free text document comparisons
• Statistics Server ?