SlideShare a Scribd company logo
1 of 32
Analysing and Searching
Unstructured Medical Data
Allan Hanbury
TU Wien, context.flow,
Research Studios Austria
STRUCTURED
UNSTRUCTURED
TEXT IMAGE
 For every paid healthcare service in Austria, there is one data line
including:
 date
 patient ID
 doctor / hospital ID
 geolocation
 diagnosis and side diagnoses
 prescribed drug (ingredient)
 price of generic drug
 pharmacy, date, and price for drug
 January 1st, 2006 - December 31st, 2007
Stefan Thurner et al, Medical University of Vienna
Pseudonymised health insurance claims data
Comorbidities
Stefan Thurner et al, Medical University of Vienna
relativerisk
sexratio
Diabetes type 1 Diabetes type 2
P Klimek, A Kautzky, A Chmiel, S Thurner, PLoS Comput Biol (2015)
STRUCTURED
UNSTRUCTURED
TEXT IMAGE
7
9
2004 Study
1 394 764 patients
Manually Added
ICD-9 Codes
doi:10.1016/S0140-6736(05)17864-7
10
2004 Study
1 394 764 patients
Manually Added
ICD-9 Codes
11
2012 Study
14000 patients
doi:10.1186/2041-1480-3-S1-S5
2010
• Low temperature
• Rhinovirus
4-Hydroxyacetanilide • Oral Daily
• Doctor of Optometry
• Familial Osteochondritis Dissecans
Mr ZZZZZ complained
of a cold, and was
prescribed
paracetamol OD.
Detecting Antipsychotic
Polypharmacy
Medical
Documents
Patient
Records
Information Extraction
Semantic Search
Machine Translation
Readability
Search Log Analysis
Trustability
Knowledge base
English, German, Czech, French,
Swedish, Hungarian, Polish, Spanish, …
Services for
multilingual
medical text
analysis and
search
http://kconnect.eu
http://cloud.kconnect.eu
STRUCTURED
UNSTRUCTURED
TEXT IMAGE
It is estimated that medical
imaging data occupies 30%
of world storage
2010
20
Image Manipulation
Image Manipulation
We believe that it is inefficient,
and in some cases unethical,
to store [population-based
data] without installing
mechanisms to allow access
and publication in appropriate
and useful ways.
Feufel et al., 2011
http://mitpress.mit.edu/books/better-doctors-better-patients-better-decisions
Dr. Allan Hanbury
Institut für Softwaretechnik und interaktive Systeme
TU Wien
Favoritenstr. 9-11/188
1040 Vienna
Austria
Context.flow GmbH
Erzherzog Johann Platz 1
1040 Vienna
Austria
Telefon: +43 1 58801 188310
Mobil: +43 676 978 0991
e-mail: hanbury@ifs.tuwien.ac.at
allan@contextflow.com
http://kconnect.eu and http://cloud.kconnect.eu
http://contextflow.com

More Related Content

What's hot

A Study On Clinical Profile Of Sepsis Patients In Intensive Care Unit Of A Te...
A Study On Clinical Profile Of Sepsis Patients In Intensive Care Unit Of A Te...A Study On Clinical Profile Of Sepsis Patients In Intensive Care Unit Of A Te...
A Study On Clinical Profile Of Sepsis Patients In Intensive Care Unit Of A Te...dbpublications
 
A. introduction to forensic medicine
A. introduction to forensic medicineA. introduction to forensic medicine
A. introduction to forensic medicinesoemdy
 
POKROVSKAYA_HOSPITAL
POKROVSKAYA_HOSPITALPOKROVSKAYA_HOSPITAL
POKROVSKAYA_HOSPITALJashvant Shah
 
Chronic Rhinosinusitis and Its Impact on Pregnancy
Chronic Rhinosinusitis and Its Impact on PregnancyChronic Rhinosinusitis and Its Impact on Pregnancy
Chronic Rhinosinusitis and Its Impact on PregnancyAI Publications
 
1. Introduction to Forensic Medicine
1. Introduction to Forensic Medicine1. Introduction to Forensic Medicine
1. Introduction to Forensic MedicineDr. Abhishek Karn
 

What's hot (8)

A Study On Clinical Profile Of Sepsis Patients In Intensive Care Unit Of A Te...
A Study On Clinical Profile Of Sepsis Patients In Intensive Care Unit Of A Te...A Study On Clinical Profile Of Sepsis Patients In Intensive Care Unit Of A Te...
A Study On Clinical Profile Of Sepsis Patients In Intensive Care Unit Of A Te...
 
A. introduction to forensic medicine
A. introduction to forensic medicineA. introduction to forensic medicine
A. introduction to forensic medicine
 
ASTMH_Abstract_DENV_JFK
ASTMH_Abstract_DENV_JFKASTMH_Abstract_DENV_JFK
ASTMH_Abstract_DENV_JFK
 
POKROVSKAYA_HOSPITAL
POKROVSKAYA_HOSPITALPOKROVSKAYA_HOSPITAL
POKROVSKAYA_HOSPITAL
 
Ldn2020 pw
Ldn2020 pwLdn2020 pw
Ldn2020 pw
 
SAJP 4(6)308-314
SAJP 4(6)308-314SAJP 4(6)308-314
SAJP 4(6)308-314
 
Chronic Rhinosinusitis and Its Impact on Pregnancy
Chronic Rhinosinusitis and Its Impact on PregnancyChronic Rhinosinusitis and Its Impact on Pregnancy
Chronic Rhinosinusitis and Its Impact on Pregnancy
 
1. Introduction to Forensic Medicine
1. Introduction to Forensic Medicine1. Introduction to Forensic Medicine
1. Introduction to Forensic Medicine
 

Viewers also liked

Key onet m6_housework_53
Key onet m6_housework_53Key onet m6_housework_53
Key onet m6_housework_53ruth12874
 
PRESENTACIÓN SENIORLAB
PRESENTACIÓN SENIORLABPRESENTACIÓN SENIORLAB
PRESENTACIÓN SENIORLABSeniorlab25
 
Automated Application Testing
Automated Application TestingAutomated Application Testing
Automated Application TestingCodal
 
Taller de Antioratoria e Inteligencia Emocional
Taller de Antioratoria e Inteligencia EmocionalTaller de Antioratoria e Inteligencia Emocional
Taller de Antioratoria e Inteligencia EmocionalActionem Sapiens
 
Recommendation Letter 1
Recommendation Letter 1Recommendation Letter 1
Recommendation Letter 1Sara Masoud
 
La negociaciòn del poder político en la formulación
La negociaciòn del poder político en la formulaciónLa negociaciòn del poder político en la formulación
La negociaciòn del poder político en la formulaciónirmarista
 
(5) virus informático jesus hector marinez corral
(5) virus informático jesus hector marinez corral(5) virus informático jesus hector marinez corral
(5) virus informático jesus hector marinez corralJesusMartinez1710
 
Educaocrist responsabimidadedospais-lio08paraestudonaebd-130519153102-phpapp01
Educaocrist responsabimidadedospais-lio08paraestudonaebd-130519153102-phpapp01Educaocrist responsabimidadedospais-lio08paraestudonaebd-130519153102-phpapp01
Educaocrist responsabimidadedospais-lio08paraestudonaebd-130519153102-phpapp01Maria Da Penha Pereira
 
Test Estilos de Aprendizaje
Test Estilos de AprendizajeTest Estilos de Aprendizaje
Test Estilos de AprendizajeW.E. Team
 
Beneficios de Oracle Cloud
Beneficios de Oracle CloudBeneficios de Oracle Cloud
Beneficios de Oracle CloudDeiby Gómez
 
Historia de los ordenadores alicia
Historia de los ordenadores aliciaHistoria de los ordenadores alicia
Historia de los ordenadores aliciaalicia bucur
 
Curriculum vitae abdullah(1)
Curriculum vitae abdullah(1)Curriculum vitae abdullah(1)
Curriculum vitae abdullah(1)Abdullah Khan
 
certificate_celebrity (1)
certificate_celebrity (1)certificate_celebrity (1)
certificate_celebrity (1)Anna Fragata
 
(3) actividad 3 creacion de diapositivas Jesus Hector Martinez Corral
(3) actividad 3 creacion de diapositivas Jesus Hector Martinez Corral(3) actividad 3 creacion de diapositivas Jesus Hector Martinez Corral
(3) actividad 3 creacion de diapositivas Jesus Hector Martinez CorralJesusMartinez1710
 

Viewers also liked (19)

Key onet m6_housework_53
Key onet m6_housework_53Key onet m6_housework_53
Key onet m6_housework_53
 
PRESENTACIÓN SENIORLAB
PRESENTACIÓN SENIORLABPRESENTACIÓN SENIORLAB
PRESENTACIÓN SENIORLAB
 
Automated Application Testing
Automated Application TestingAutomated Application Testing
Automated Application Testing
 
Taller de Antioratoria e Inteligencia Emocional
Taller de Antioratoria e Inteligencia EmocionalTaller de Antioratoria e Inteligencia Emocional
Taller de Antioratoria e Inteligencia Emocional
 
MicroStation_Certificate
MicroStation_CertificateMicroStation_Certificate
MicroStation_Certificate
 
Passport
PassportPassport
Passport
 
Recommendation Letter 1
Recommendation Letter 1Recommendation Letter 1
Recommendation Letter 1
 
La negociaciòn del poder político en la formulación
La negociaciòn del poder político en la formulaciónLa negociaciòn del poder político en la formulación
La negociaciòn del poder político en la formulación
 
(5) virus informático jesus hector marinez corral
(5) virus informático jesus hector marinez corral(5) virus informático jesus hector marinez corral
(5) virus informático jesus hector marinez corral
 
Presentación filmaciones innova
Presentación filmaciones innovaPresentación filmaciones innova
Presentación filmaciones innova
 
transcript
transcripttranscript
transcript
 
Educaocrist responsabimidadedospais-lio08paraestudonaebd-130519153102-phpapp01
Educaocrist responsabimidadedospais-lio08paraestudonaebd-130519153102-phpapp01Educaocrist responsabimidadedospais-lio08paraestudonaebd-130519153102-phpapp01
Educaocrist responsabimidadedospais-lio08paraestudonaebd-130519153102-phpapp01
 
Test Estilos de Aprendizaje
Test Estilos de AprendizajeTest Estilos de Aprendizaje
Test Estilos de Aprendizaje
 
Beneficios de Oracle Cloud
Beneficios de Oracle CloudBeneficios de Oracle Cloud
Beneficios de Oracle Cloud
 
Historia de los ordenadores alicia
Historia de los ordenadores aliciaHistoria de los ordenadores alicia
Historia de los ordenadores alicia
 
Curriculum vitae abdullah(1)
Curriculum vitae abdullah(1)Curriculum vitae abdullah(1)
Curriculum vitae abdullah(1)
 
certificate_celebrity (1)
certificate_celebrity (1)certificate_celebrity (1)
certificate_celebrity (1)
 
(3) actividad 3 creacion de diapositivas Jesus Hector Martinez Corral
(3) actividad 3 creacion de diapositivas Jesus Hector Martinez Corral(3) actividad 3 creacion de diapositivas Jesus Hector Martinez Corral
(3) actividad 3 creacion de diapositivas Jesus Hector Martinez Corral
 
Tx la t hi c
Tx la t hi cTx la t hi c
Tx la t hi c
 

Similar to "Analysing and Searching Unstructured Medical Data", Allan Hanbury, Sr. Researcher at TU Wien, Co-Founder of contextflow

Making health data work for Patients and Populations
Making health data work for Patients and PopulationsMaking health data work for Patients and Populations
Making health data work for Patients and PopulationsBedirhan Ustun
 
Patient safety disparities presentation from 2015 CDC National Conference on ...
Patient safety disparities presentation from 2015 CDC National Conference on ...Patient safety disparities presentation from 2015 CDC National Conference on ...
Patient safety disparities presentation from 2015 CDC National Conference on ...Noel Eldridge
 
Despite important advances in primary prevention,atheroscl.docx
Despite important advances in primary prevention,atheroscl.docxDespite important advances in primary prevention,atheroscl.docx
Despite important advances in primary prevention,atheroscl.docxsimonithomas47935
 
Validation of verbal autopsies in rural South Africa: the influence of AIDS m...
Validation of verbal autopsies in rural South Africa: the influence of AIDS m...Validation of verbal autopsies in rural South Africa: the influence of AIDS m...
Validation of verbal autopsies in rural South Africa: the influence of AIDS m...Annette Gerritsen
 
2010 Rheumatoid Arthritis Classification Criteria
2010 Rheumatoid Arthritis Classification Criteria2010 Rheumatoid Arthritis Classification Criteria
2010 Rheumatoid Arthritis Classification CriteriaAlien
 
2010 rheumatoid arthritis classification criteria
2010 rheumatoid arthritis classification criteria2010 rheumatoid arthritis classification criteria
2010 rheumatoid arthritis classification criteriaTABATHA PAREDES
 
British Journal of Anaesthesia, 120(1) 146e155 (2018)doi
British Journal of Anaesthesia, 120(1) 146e155 (2018)doiBritish Journal of Anaesthesia, 120(1) 146e155 (2018)doi
British Journal of Anaesthesia, 120(1) 146e155 (2018)doiVannaSchrader3
 
Impact of clinical research as a confounder for medical school rankings
Impact of clinical research as a confounder for medical school rankingsImpact of clinical research as a confounder for medical school rankings
Impact of clinical research as a confounder for medical school rankingsJens Peter Andersen
 
Caring for the critical patient
Caring for the critical patientCaring for the critical patient
Caring for the critical patientValentina Corona
 
Gianfranco Domenighetti | Evidence of medical misuse in Switzerland | 2013 Thun
Gianfranco Domenighetti | Evidence of medical misuse in Switzerland | 2013 ThunGianfranco Domenighetti | Evidence of medical misuse in Switzerland | 2013 Thun
Gianfranco Domenighetti | Evidence of medical misuse in Switzerland | 2013 ThunAngela Greco
 
Incidence of pneumonia and risk factors among patients with head and neck can...
Incidence of pneumonia and risk factors among patients with head and neck can...Incidence of pneumonia and risk factors among patients with head and neck can...
Incidence of pneumonia and risk factors among patients with head and neck can...Enrique Moreno Gonzalez
 
Application of Probabilistic Linkage Methods_Join Infectious Disease Surveill...
Application of Probabilistic Linkage Methods_Join Infectious Disease Surveill...Application of Probabilistic Linkage Methods_Join Infectious Disease Surveill...
Application of Probabilistic Linkage Methods_Join Infectious Disease Surveill...NORC at the University of Chicago
 
Inter society consensus for the management of peripheral arterial disease (tasc)
Inter society consensus for the management of peripheral arterial disease (tasc)Inter society consensus for the management of peripheral arterial disease (tasc)
Inter society consensus for the management of peripheral arterial disease (tasc)Jonathan Campos
 
The Epidemiologist's Dream: Denmark
The Epidemiologist's Dream: DenmarkThe Epidemiologist's Dream: Denmark
The Epidemiologist's Dream: DenmarkZoe Mitchell
 
Zone model for data privacy and confidentiality in medical research
Zone model for data privacy and confidentiality in medical researchZone model for data privacy and confidentiality in medical research
Zone model for data privacy and confidentiality in medical researchWolfgang Kuchinke
 

Similar to "Analysing and Searching Unstructured Medical Data", Allan Hanbury, Sr. Researcher at TU Wien, Co-Founder of contextflow (20)

Making health data work for Patients and Populations
Making health data work for Patients and PopulationsMaking health data work for Patients and Populations
Making health data work for Patients and Populations
 
Health IT Project
Health IT Project Health IT Project
Health IT Project
 
Patient safety disparities presentation from 2015 CDC National Conference on ...
Patient safety disparities presentation from 2015 CDC National Conference on ...Patient safety disparities presentation from 2015 CDC National Conference on ...
Patient safety disparities presentation from 2015 CDC National Conference on ...
 
Benefits of Using EHR Data for Clinical Research
Benefits of Using EHR Data for Clinical ResearchBenefits of Using EHR Data for Clinical Research
Benefits of Using EHR Data for Clinical Research
 
Despite important advances in primary prevention,atheroscl.docx
Despite important advances in primary prevention,atheroscl.docxDespite important advances in primary prevention,atheroscl.docx
Despite important advances in primary prevention,atheroscl.docx
 
Validation of verbal autopsies in rural South Africa: the influence of AIDS m...
Validation of verbal autopsies in rural South Africa: the influence of AIDS m...Validation of verbal autopsies in rural South Africa: the influence of AIDS m...
Validation of verbal autopsies in rural South Africa: the influence of AIDS m...
 
2010 Rheumatoid Arthritis Classification Criteria
2010 Rheumatoid Arthritis Classification Criteria2010 Rheumatoid Arthritis Classification Criteria
2010 Rheumatoid Arthritis Classification Criteria
 
2010 rheumatoid arthritis classification criteria
2010 rheumatoid arthritis classification criteria2010 rheumatoid arthritis classification criteria
2010 rheumatoid arthritis classification criteria
 
British Journal of Anaesthesia, 120(1) 146e155 (2018)doi
British Journal of Anaesthesia, 120(1) 146e155 (2018)doiBritish Journal of Anaesthesia, 120(1) 146e155 (2018)doi
British Journal of Anaesthesia, 120(1) 146e155 (2018)doi
 
Internal 2014 - data signposting
Internal 2014 - data signpostingInternal 2014 - data signposting
Internal 2014 - data signposting
 
Impact of clinical research as a confounder for medical school rankings
Impact of clinical research as a confounder for medical school rankingsImpact of clinical research as a confounder for medical school rankings
Impact of clinical research as a confounder for medical school rankings
 
Caring for the critical patient
Caring for the critical patientCaring for the critical patient
Caring for the critical patient
 
Gianfranco Domenighetti | Evidence of medical misuse in Switzerland | 2013 Thun
Gianfranco Domenighetti | Evidence of medical misuse in Switzerland | 2013 ThunGianfranco Domenighetti | Evidence of medical misuse in Switzerland | 2013 Thun
Gianfranco Domenighetti | Evidence of medical misuse in Switzerland | 2013 Thun
 
Incidence of pneumonia and risk factors among patients with head and neck can...
Incidence of pneumonia and risk factors among patients with head and neck can...Incidence of pneumonia and risk factors among patients with head and neck can...
Incidence of pneumonia and risk factors among patients with head and neck can...
 
The Computer Database of 1421 Belarusian Patients with Ischemic Stroke: Desig...
The Computer Database of 1421 Belarusian Patients with Ischemic Stroke: Desig...The Computer Database of 1421 Belarusian Patients with Ischemic Stroke: Desig...
The Computer Database of 1421 Belarusian Patients with Ischemic Stroke: Desig...
 
Application of Probabilistic Linkage Methods_Join Infectious Disease Surveill...
Application of Probabilistic Linkage Methods_Join Infectious Disease Surveill...Application of Probabilistic Linkage Methods_Join Infectious Disease Surveill...
Application of Probabilistic Linkage Methods_Join Infectious Disease Surveill...
 
Diagnostic and systematic errors
Diagnostic and systematic errorsDiagnostic and systematic errors
Diagnostic and systematic errors
 
Inter society consensus for the management of peripheral arterial disease (tasc)
Inter society consensus for the management of peripheral arterial disease (tasc)Inter society consensus for the management of peripheral arterial disease (tasc)
Inter society consensus for the management of peripheral arterial disease (tasc)
 
The Epidemiologist's Dream: Denmark
The Epidemiologist's Dream: DenmarkThe Epidemiologist's Dream: Denmark
The Epidemiologist's Dream: Denmark
 
Zone model for data privacy and confidentiality in medical research
Zone model for data privacy and confidentiality in medical researchZone model for data privacy and confidentiality in medical research
Zone model for data privacy and confidentiality in medical research
 

More from Dataconomy Media

Data Natives Paris v 10.0 | "Blockchain in Healthcare" - Lea Dias & David An...
Data Natives Paris v 10.0 | "Blockchain in Healthcare" - Lea Dias & 	David An...Data Natives Paris v 10.0 | "Blockchain in Healthcare" - Lea Dias & 	David An...
Data Natives Paris v 10.0 | "Blockchain in Healthcare" - Lea Dias & David An...Dataconomy Media
 
Data Natives Frankfurt v 11.0 | "Competitive advantages with knowledge graphs...
Data Natives Frankfurt v 11.0 | "Competitive advantages with knowledge graphs...Data Natives Frankfurt v 11.0 | "Competitive advantages with knowledge graphs...
Data Natives Frankfurt v 11.0 | "Competitive advantages with knowledge graphs...Dataconomy Media
 
Data Natives Frankfurt v 11.0 | "Can we be responsible for misuse of data & a...
Data Natives Frankfurt v 11.0 | "Can we be responsible for misuse of data & a...Data Natives Frankfurt v 11.0 | "Can we be responsible for misuse of data & a...
Data Natives Frankfurt v 11.0 | "Can we be responsible for misuse of data & a...Dataconomy Media
 
Data Natives Munich v 12.0 | "How to be more productive with Autonomous Data ...
Data Natives Munich v 12.0 | "How to be more productive with Autonomous Data ...Data Natives Munich v 12.0 | "How to be more productive with Autonomous Data ...
Data Natives Munich v 12.0 | "How to be more productive with Autonomous Data ...Dataconomy Media
 
Data Natives meets DataRobot | "Build and deploy an anti-money laundering mo...
Data Natives meets DataRobot |  "Build and deploy an anti-money laundering mo...Data Natives meets DataRobot |  "Build and deploy an anti-money laundering mo...
Data Natives meets DataRobot | "Build and deploy an anti-money laundering mo...Dataconomy Media
 
Data Natives Munich v 12.0 | "Political Data Science: A tale of Fake News, So...
Data Natives Munich v 12.0 | "Political Data Science: A tale of Fake News, So...Data Natives Munich v 12.0 | "Political Data Science: A tale of Fake News, So...
Data Natives Munich v 12.0 | "Political Data Science: A tale of Fake News, So...Dataconomy Media
 
Data Natives Vienna v 7.0 | "Building Kubernetes Operators with KUDO for Dat...
Data Natives Vienna v 7.0  | "Building Kubernetes Operators with KUDO for Dat...Data Natives Vienna v 7.0  | "Building Kubernetes Operators with KUDO for Dat...
Data Natives Vienna v 7.0 | "Building Kubernetes Operators with KUDO for Dat...Dataconomy Media
 
Data Natives Vienna v 7.0 | "The Ingredients of Data Innovation" - Robbert de...
Data Natives Vienna v 7.0 | "The Ingredients of Data Innovation" - Robbert de...Data Natives Vienna v 7.0 | "The Ingredients of Data Innovation" - Robbert de...
Data Natives Vienna v 7.0 | "The Ingredients of Data Innovation" - Robbert de...Dataconomy Media
 
Data Natives Cologne v 4.0 | "The Data Lorax: Planting the Seeds of Fairness...
Data Natives Cologne v 4.0  | "The Data Lorax: Planting the Seeds of Fairness...Data Natives Cologne v 4.0  | "The Data Lorax: Planting the Seeds of Fairness...
Data Natives Cologne v 4.0 | "The Data Lorax: Planting the Seeds of Fairness...Dataconomy Media
 
Data Natives Cologne v 4.0 | "How People Analytics Can Reveal the Hidden Aspe...
Data Natives Cologne v 4.0 | "How People Analytics Can Reveal the Hidden Aspe...Data Natives Cologne v 4.0 | "How People Analytics Can Reveal the Hidden Aspe...
Data Natives Cologne v 4.0 | "How People Analytics Can Reveal the Hidden Aspe...Dataconomy Media
 
Data Natives Amsterdam v 9.0 | "Ten Little Servers: A Story of no Downtime" -...
Data Natives Amsterdam v 9.0 | "Ten Little Servers: A Story of no Downtime" -...Data Natives Amsterdam v 9.0 | "Ten Little Servers: A Story of no Downtime" -...
Data Natives Amsterdam v 9.0 | "Ten Little Servers: A Story of no Downtime" -...Dataconomy Media
 
Data Natives Amsterdam v 9.0 | "Point in Time Labeling at Scale" - Timothy Th...
Data Natives Amsterdam v 9.0 | "Point in Time Labeling at Scale" - Timothy Th...Data Natives Amsterdam v 9.0 | "Point in Time Labeling at Scale" - Timothy Th...
Data Natives Amsterdam v 9.0 | "Point in Time Labeling at Scale" - Timothy Th...Dataconomy Media
 
Data Natives Hamburg v 6.0 | "Interpersonal behavior: observing Alex to under...
Data Natives Hamburg v 6.0 | "Interpersonal behavior: observing Alex to under...Data Natives Hamburg v 6.0 | "Interpersonal behavior: observing Alex to under...
Data Natives Hamburg v 6.0 | "Interpersonal behavior: observing Alex to under...Dataconomy Media
 
Data Natives Hamburg v 6.0 | "About Surfing, Failing & Scaling" - Florian Sch...
Data Natives Hamburg v 6.0 | "About Surfing, Failing & Scaling" - Florian Sch...Data Natives Hamburg v 6.0 | "About Surfing, Failing & Scaling" - Florian Sch...
Data Natives Hamburg v 6.0 | "About Surfing, Failing & Scaling" - Florian Sch...Dataconomy Media
 
Data NativesBerlin v 20.0 | "Serving A/B experimentation platform end-to-end"...
Data NativesBerlin v 20.0 | "Serving A/B experimentation platform end-to-end"...Data NativesBerlin v 20.0 | "Serving A/B experimentation platform end-to-end"...
Data NativesBerlin v 20.0 | "Serving A/B experimentation platform end-to-end"...Dataconomy Media
 
Data Natives Berlin v 20.0 | "Ten Little Servers: A Story of no Downtime" - A...
Data Natives Berlin v 20.0 | "Ten Little Servers: A Story of no Downtime" - A...Data Natives Berlin v 20.0 | "Ten Little Servers: A Story of no Downtime" - A...
Data Natives Berlin v 20.0 | "Ten Little Servers: A Story of no Downtime" - A...Dataconomy Media
 
Big Data Frankfurt meets Thinkport | "The Cloud as a Driver of Innovation" - ...
Big Data Frankfurt meets Thinkport | "The Cloud as a Driver of Innovation" - ...Big Data Frankfurt meets Thinkport | "The Cloud as a Driver of Innovation" - ...
Big Data Frankfurt meets Thinkport | "The Cloud as a Driver of Innovation" - ...Dataconomy Media
 
Thinkport meets Frankfurt | "Financial Time Series Analysis using Wavelets" -...
Thinkport meets Frankfurt | "Financial Time Series Analysis using Wavelets" -...Thinkport meets Frankfurt | "Financial Time Series Analysis using Wavelets" -...
Thinkport meets Frankfurt | "Financial Time Series Analysis using Wavelets" -...Dataconomy Media
 
Big Data Helsinki v 3 | "Distributed Machine and Deep Learning at Scale with ...
Big Data Helsinki v 3 | "Distributed Machine and Deep Learning at Scale with ...Big Data Helsinki v 3 | "Distributed Machine and Deep Learning at Scale with ...
Big Data Helsinki v 3 | "Distributed Machine and Deep Learning at Scale with ...Dataconomy Media
 
Big Data Helsinki v 3 | "Federated Learning and Privacy-preserving AI" - Oguz...
Big Data Helsinki v 3 | "Federated Learning and Privacy-preserving AI" - Oguz...Big Data Helsinki v 3 | "Federated Learning and Privacy-preserving AI" - Oguz...
Big Data Helsinki v 3 | "Federated Learning and Privacy-preserving AI" - Oguz...Dataconomy Media
 

More from Dataconomy Media (20)

Data Natives Paris v 10.0 | "Blockchain in Healthcare" - Lea Dias & David An...
Data Natives Paris v 10.0 | "Blockchain in Healthcare" - Lea Dias & 	David An...Data Natives Paris v 10.0 | "Blockchain in Healthcare" - Lea Dias & 	David An...
Data Natives Paris v 10.0 | "Blockchain in Healthcare" - Lea Dias & David An...
 
Data Natives Frankfurt v 11.0 | "Competitive advantages with knowledge graphs...
Data Natives Frankfurt v 11.0 | "Competitive advantages with knowledge graphs...Data Natives Frankfurt v 11.0 | "Competitive advantages with knowledge graphs...
Data Natives Frankfurt v 11.0 | "Competitive advantages with knowledge graphs...
 
Data Natives Frankfurt v 11.0 | "Can we be responsible for misuse of data & a...
Data Natives Frankfurt v 11.0 | "Can we be responsible for misuse of data & a...Data Natives Frankfurt v 11.0 | "Can we be responsible for misuse of data & a...
Data Natives Frankfurt v 11.0 | "Can we be responsible for misuse of data & a...
 
Data Natives Munich v 12.0 | "How to be more productive with Autonomous Data ...
Data Natives Munich v 12.0 | "How to be more productive with Autonomous Data ...Data Natives Munich v 12.0 | "How to be more productive with Autonomous Data ...
Data Natives Munich v 12.0 | "How to be more productive with Autonomous Data ...
 
Data Natives meets DataRobot | "Build and deploy an anti-money laundering mo...
Data Natives meets DataRobot |  "Build and deploy an anti-money laundering mo...Data Natives meets DataRobot |  "Build and deploy an anti-money laundering mo...
Data Natives meets DataRobot | "Build and deploy an anti-money laundering mo...
 
Data Natives Munich v 12.0 | "Political Data Science: A tale of Fake News, So...
Data Natives Munich v 12.0 | "Political Data Science: A tale of Fake News, So...Data Natives Munich v 12.0 | "Political Data Science: A tale of Fake News, So...
Data Natives Munich v 12.0 | "Political Data Science: A tale of Fake News, So...
 
Data Natives Vienna v 7.0 | "Building Kubernetes Operators with KUDO for Dat...
Data Natives Vienna v 7.0  | "Building Kubernetes Operators with KUDO for Dat...Data Natives Vienna v 7.0  | "Building Kubernetes Operators with KUDO for Dat...
Data Natives Vienna v 7.0 | "Building Kubernetes Operators with KUDO for Dat...
 
Data Natives Vienna v 7.0 | "The Ingredients of Data Innovation" - Robbert de...
Data Natives Vienna v 7.0 | "The Ingredients of Data Innovation" - Robbert de...Data Natives Vienna v 7.0 | "The Ingredients of Data Innovation" - Robbert de...
Data Natives Vienna v 7.0 | "The Ingredients of Data Innovation" - Robbert de...
 
Data Natives Cologne v 4.0 | "The Data Lorax: Planting the Seeds of Fairness...
Data Natives Cologne v 4.0  | "The Data Lorax: Planting the Seeds of Fairness...Data Natives Cologne v 4.0  | "The Data Lorax: Planting the Seeds of Fairness...
Data Natives Cologne v 4.0 | "The Data Lorax: Planting the Seeds of Fairness...
 
Data Natives Cologne v 4.0 | "How People Analytics Can Reveal the Hidden Aspe...
Data Natives Cologne v 4.0 | "How People Analytics Can Reveal the Hidden Aspe...Data Natives Cologne v 4.0 | "How People Analytics Can Reveal the Hidden Aspe...
Data Natives Cologne v 4.0 | "How People Analytics Can Reveal the Hidden Aspe...
 
Data Natives Amsterdam v 9.0 | "Ten Little Servers: A Story of no Downtime" -...
Data Natives Amsterdam v 9.0 | "Ten Little Servers: A Story of no Downtime" -...Data Natives Amsterdam v 9.0 | "Ten Little Servers: A Story of no Downtime" -...
Data Natives Amsterdam v 9.0 | "Ten Little Servers: A Story of no Downtime" -...
 
Data Natives Amsterdam v 9.0 | "Point in Time Labeling at Scale" - Timothy Th...
Data Natives Amsterdam v 9.0 | "Point in Time Labeling at Scale" - Timothy Th...Data Natives Amsterdam v 9.0 | "Point in Time Labeling at Scale" - Timothy Th...
Data Natives Amsterdam v 9.0 | "Point in Time Labeling at Scale" - Timothy Th...
 
Data Natives Hamburg v 6.0 | "Interpersonal behavior: observing Alex to under...
Data Natives Hamburg v 6.0 | "Interpersonal behavior: observing Alex to under...Data Natives Hamburg v 6.0 | "Interpersonal behavior: observing Alex to under...
Data Natives Hamburg v 6.0 | "Interpersonal behavior: observing Alex to under...
 
Data Natives Hamburg v 6.0 | "About Surfing, Failing & Scaling" - Florian Sch...
Data Natives Hamburg v 6.0 | "About Surfing, Failing & Scaling" - Florian Sch...Data Natives Hamburg v 6.0 | "About Surfing, Failing & Scaling" - Florian Sch...
Data Natives Hamburg v 6.0 | "About Surfing, Failing & Scaling" - Florian Sch...
 
Data NativesBerlin v 20.0 | "Serving A/B experimentation platform end-to-end"...
Data NativesBerlin v 20.0 | "Serving A/B experimentation platform end-to-end"...Data NativesBerlin v 20.0 | "Serving A/B experimentation platform end-to-end"...
Data NativesBerlin v 20.0 | "Serving A/B experimentation platform end-to-end"...
 
Data Natives Berlin v 20.0 | "Ten Little Servers: A Story of no Downtime" - A...
Data Natives Berlin v 20.0 | "Ten Little Servers: A Story of no Downtime" - A...Data Natives Berlin v 20.0 | "Ten Little Servers: A Story of no Downtime" - A...
Data Natives Berlin v 20.0 | "Ten Little Servers: A Story of no Downtime" - A...
 
Big Data Frankfurt meets Thinkport | "The Cloud as a Driver of Innovation" - ...
Big Data Frankfurt meets Thinkport | "The Cloud as a Driver of Innovation" - ...Big Data Frankfurt meets Thinkport | "The Cloud as a Driver of Innovation" - ...
Big Data Frankfurt meets Thinkport | "The Cloud as a Driver of Innovation" - ...
 
Thinkport meets Frankfurt | "Financial Time Series Analysis using Wavelets" -...
Thinkport meets Frankfurt | "Financial Time Series Analysis using Wavelets" -...Thinkport meets Frankfurt | "Financial Time Series Analysis using Wavelets" -...
Thinkport meets Frankfurt | "Financial Time Series Analysis using Wavelets" -...
 
Big Data Helsinki v 3 | "Distributed Machine and Deep Learning at Scale with ...
Big Data Helsinki v 3 | "Distributed Machine and Deep Learning at Scale with ...Big Data Helsinki v 3 | "Distributed Machine and Deep Learning at Scale with ...
Big Data Helsinki v 3 | "Distributed Machine and Deep Learning at Scale with ...
 
Big Data Helsinki v 3 | "Federated Learning and Privacy-preserving AI" - Oguz...
Big Data Helsinki v 3 | "Federated Learning and Privacy-preserving AI" - Oguz...Big Data Helsinki v 3 | "Federated Learning and Privacy-preserving AI" - Oguz...
Big Data Helsinki v 3 | "Federated Learning and Privacy-preserving AI" - Oguz...
 

Recently uploaded

Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxolyaivanovalion
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionfulawalesam
 
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Callshivangimorya083
 
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdfMarket Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdfRachmat Ramadhan H
 
Ukraine War presentation: KNOW THE BASICS
Ukraine War presentation: KNOW THE BASICSUkraine War presentation: KNOW THE BASICS
Ukraine War presentation: KNOW THE BASICSAishani27
 
100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptxAnupama Kate
 
Edukaciniai dropshipping via API with DroFx
Edukaciniai dropshipping via API with DroFxEdukaciniai dropshipping via API with DroFx
Edukaciniai dropshipping via API with DroFxolyaivanovalion
 
定制英国白金汉大学毕业证(UCB毕业证书) 成绩单原版一比一
定制英国白金汉大学毕业证(UCB毕业证书)																			成绩单原版一比一定制英国白金汉大学毕业证(UCB毕业证书)																			成绩单原版一比一
定制英国白金汉大学毕业证(UCB毕业证书) 成绩单原版一比一ffjhghh
 
Schema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfSchema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfLars Albertsson
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysismanisha194592
 
VIP Call Girls Service Miyapur Hyderabad Call +91-8250192130
VIP Call Girls Service Miyapur Hyderabad Call +91-8250192130VIP Call Girls Service Miyapur Hyderabad Call +91-8250192130
VIP Call Girls Service Miyapur Hyderabad Call +91-8250192130Suhani Kapoor
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxolyaivanovalion
 
Brighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data StorytellingBrighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data StorytellingNeil Barnes
 
Invezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz1
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxolyaivanovalion
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFxolyaivanovalion
 
04242024_CCC TUG_Joins and Relationships
04242024_CCC TUG_Joins and Relationships04242024_CCC TUG_Joins and Relationships
04242024_CCC TUG_Joins and Relationshipsccctableauusergroup
 
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...Suhani Kapoor
 
Generative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusGenerative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusTimothy Spann
 

Recently uploaded (20)

Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptx
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interaction
 
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
 
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdfMarket Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
 
Ukraine War presentation: KNOW THE BASICS
Ukraine War presentation: KNOW THE BASICSUkraine War presentation: KNOW THE BASICS
Ukraine War presentation: KNOW THE BASICS
 
100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx
 
Edukaciniai dropshipping via API with DroFx
Edukaciniai dropshipping via API with DroFxEdukaciniai dropshipping via API with DroFx
Edukaciniai dropshipping via API with DroFx
 
定制英国白金汉大学毕业证(UCB毕业证书) 成绩单原版一比一
定制英国白金汉大学毕业证(UCB毕业证书)																			成绩单原版一比一定制英国白金汉大学毕业证(UCB毕业证书)																			成绩单原版一比一
定制英国白金汉大学毕业证(UCB毕业证书) 成绩单原版一比一
 
Schema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfSchema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdf
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysis
 
VIP Call Girls Service Miyapur Hyderabad Call +91-8250192130
VIP Call Girls Service Miyapur Hyderabad Call +91-8250192130VIP Call Girls Service Miyapur Hyderabad Call +91-8250192130
VIP Call Girls Service Miyapur Hyderabad Call +91-8250192130
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptx
 
Brighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data StorytellingBrighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data Storytelling
 
Invezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signals
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFx
 
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in Kishangarh
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in  KishangarhDelhi 99530 vip 56974 Genuine Escort Service Call Girls in  Kishangarh
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in Kishangarh
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFx
 
04242024_CCC TUG_Joins and Relationships
04242024_CCC TUG_Joins and Relationships04242024_CCC TUG_Joins and Relationships
04242024_CCC TUG_Joins and Relationships
 
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...
 
Generative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusGenerative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and Milvus
 

"Analysing and Searching Unstructured Medical Data", Allan Hanbury, Sr. Researcher at TU Wien, Co-Founder of contextflow

Editor's Notes

  1. The well known link between diabetes and retinal disorders is found. Chronic ischemic heart disease occurs very strongly in males.
  2. For a medicine to be brought to market, it has to be demonstrated that it works better than a placebo (a sugar pill). Taking medication that has not been on the market for long makes you part of an experiment.
  3. Between 1999 and 2004, one cause of at least 26000 deaths in the USA
  4. ICD-9 = International Classification of Diseases
  5. No effect found with manually added ICD-9 Codes Full text analysis found a significant effect of Vioxx causing heart attacks
  6. Extracted data can be used to allow researchers to characterize patterns of polypharmacy over time including different drug combinations, trends in polypharmacy prescribing, predictors of polypharmacy prescribing impact of polypharmacy on patient outcomes.
  7. This was just for a single hospital group. What about Europe wide, especially important for rare diseases.
  8. Takes up to 20 minutes!
  9. This reduces the time for this process to less than 5 minutes, because all necessary information is made available in a single search step. In addition to the clinical routine application, there are also applications in research and teaching
  10. We need to liberate the medical data from the archives to make them work to our benefit. However, getting access to medical data for this type of work is often difficult to impossible.