medical informatics - linking diseases, drugs, and adverse reactions
TRANSCRIPT
![Page 1: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/1.jpg)
Medical informaticsLinking diseases, drugs, and adverse
reactions
Lars Juhl Jensen
![Page 2: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/2.jpg)
structured data
![Page 3: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/3.jpg)
Jensen et al., Nature Reviews Genetics, 2012
![Page 4: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/4.jpg)
unstructured data
![Page 5: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/5.jpg)
![Page 6: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/6.jpg)
central registries
![Page 7: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/7.jpg)
hospital EHR systems
![Page 8: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/8.jpg)
![Page 9: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/9.jpg)
opt-out
![Page 10: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/10.jpg)
opt-in
![Page 11: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/11.jpg)
registry data
![Page 12: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/12.jpg)
civil registration system
![Page 13: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/13.jpg)
established in 1968
![Page 14: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/14.jpg)
CPR number
![Page 15: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/15.jpg)
Jensen et al., Nature Reviews Genetics, 2012
![Page 16: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/16.jpg)
national discharge registry
![Page 17: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/17.jpg)
14 years
![Page 18: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/18.jpg)
6.2 million patients
![Page 19: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/19.jpg)
45 million admissions
![Page 20: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/20.jpg)
68 million records
![Page 21: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/21.jpg)
119 million diagnosis
![Page 22: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/22.jpg)
ICD-10
![Page 23: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/23.jpg)
Jensen et al., Nature Reviews Genetics, 2012
![Page 24: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/24.jpg)
not research
![Page 25: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/25.jpg)
reimbursement
![Page 26: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/26.jpg)
diagnosis trajectories
![Page 27: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/27.jpg)
comorbidity
![Page 28: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/28.jpg)
contingency table
![Page 29: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/29.jpg)
Jensen et al., Nature Reviews Genetics, 2012
![Page 30: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/30.jpg)
confounding factors
![Page 31: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/31.jpg)
“known knowns”
![Page 32: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/32.jpg)
gender
![Page 33: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/33.jpg)
age
![Page 34: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/34.jpg)
type of hospital encounter
![Page 35: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/35.jpg)
Jensen et al., Nature Communications, 2014
![Page 36: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/36.jpg)
“known unknowns”
![Page 37: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/37.jpg)
smoking
![Page 38: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/38.jpg)
diet
![Page 39: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/39.jpg)
“unknown unknowns”
![Page 40: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/40.jpg)
reporting biases
![Page 41: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/41.jpg)
matched controls
![Page 42: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/42.jpg)
proxy diagnoses
![Page 43: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/43.jpg)
temporal correlations
![Page 44: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/44.jpg)
diagnosis trajectories
![Page 45: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/45.jpg)
Jensen et al., Nature Communications, 2014
![Page 46: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/46.jpg)
trajectory networks
![Page 47: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/47.jpg)
Jensen et al., Nature Communications, 2014
![Page 48: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/48.jpg)
key diagnoses
![Page 49: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/49.jpg)
Jensen et al., Nature Communications, 2014
![Page 50: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/50.jpg)
direct medical implications
![Page 51: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/51.jpg)
clinical text
![Page 52: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/52.jpg)
unstructured data
![Page 53: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/53.jpg)
![Page 54: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/54.jpg)
free text
![Page 55: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/55.jpg)
Danish
![Page 56: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/56.jpg)
complex terminology
![Page 57: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/57.jpg)
busy doctors
![Page 58: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/58.jpg)
abbreviations
![Page 59: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/59.jpg)
misspellings
![Page 60: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/60.jpg)
a lot of it
![Page 61: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/61.jpg)
computer
![Page 62: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/62.jpg)
as smart as a dog
![Page 63: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/63.jpg)
teach it specific tricks
![Page 64: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/64.jpg)
![Page 65: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/65.jpg)
![Page 66: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/66.jpg)
named entity recognition
![Page 67: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/67.jpg)
comprehensive dictionary
![Page 68: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/68.jpg)
diseases
![Page 69: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/69.jpg)
drugs
![Page 70: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/70.jpg)
adverse drug reactions
![Page 71: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/71.jpg)
synonyms
![Page 72: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/72.jpg)
orthographic variation
![Page 73: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/73.jpg)
flexible matching
![Page 74: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/74.jpg)
hyphens and spaces
![Page 75: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/75.jpg)
expansion rules
![Page 76: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/76.jpg)
spelling variants
![Page 77: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/77.jpg)
Clozapine
![Page 78: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/78.jpg)
Clozapineclozapi
n
clossapin
klozapine
chlosapin
chlosapine
chlozapin
chlozapine
klossapin
closapine
klozapinklosapi
n
![Page 79: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/79.jpg)
“black list”
![Page 80: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/80.jpg)
pest eller kolera
![Page 81: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/81.jpg)
pharmacovigilance
![Page 82: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/82.jpg)
clinical trials
![Page 83: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/83.jpg)
spontaneous reports
![Page 84: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/84.jpg)
![Page 85: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/85.jpg)
underreporting
![Page 86: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/86.jpg)
text/data mining
![Page 87: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/87.jpg)
medication
![Page 88: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/88.jpg)
Jensen et al., Nature Reviews Genetics, 2012
![Page 89: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/89.jpg)
adverse events
![Page 90: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/90.jpg)
![Page 91: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/91.jpg)
hand-crafted rules
![Page 92: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/92.jpg)
Eriksson et al., Drug Safety, 2014
![Page 93: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/93.jpg)
Eriksson et al., Drug Safety, 2014
![Page 94: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/94.jpg)
Eriksson et al., Drug Safety, 2014
![Page 95: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/95.jpg)
Eriksson et al., Drug Safety, 2014
![Page 96: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/96.jpg)
recall known ADRs
![Page 97: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/97.jpg)
estimate ADR frequencies
![Page 98: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/98.jpg)
Eriksson et al., Drug Safety, 2014
![Page 99: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/99.jpg)
discover new ADRs
![Page 100: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/100.jpg)
Drug substance ADE p-value
Chlordiazepoxide Nystagmus 4.0e-8Simvastatin Personality
changes8.4e-8
Dipyridamole Visual impairment
4.4e-4
Citalopram Psychosis 8.8e-4Bendroflumethiazide
Apoplexy 8.5e-3Eriksson et al., Drug Safety, 2014
![Page 101: Medical informatics - Linking diseases, drugs, and adverse reactions](https://reader031.vdocuments.us/reader031/viewer/2022013005/58701ec41a28ab7f428b76f3/html5/thumbnails/101.jpg)
AcknowledgmentsDisease trajectoriesAnders Bøck JensenTudor OpreaPope MoseleySøren Brunak
Adverse drug reactionsRobert ErikssonThomas WergeSøren Brunak
EHR text mining
Peter Bjødstrup Jensen
Robert ErikssonHenriette SchmockFrancisco S. Roque
Anders JuulMarlene Dalgaard
Massimo AndreattaSune FrankildEva Roitmann
Thomas HansenKaren Søeby
Søren BredkjærThomas Werge
Søren Brunak