neue möglichkeiten in einer verbundenen welt · watson to find diagnosis and treatment options for...
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Neue Möglichkeiten in einer verbundenen WeltDigitalisierung der Medizin in Bayern - Fokus klinische Patientendaten
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IoT Plattform in einem Ecosystem
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Klinische Tests – Eine „einfache Frage“
Probanden
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Klinische Tests – Der Weg zur Testperson
TestpersonProbanden
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Klinische Tests – Ein lange Weg
TestpersonProbanden
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Klinische Tests – die Nadel im Heuhaufen
TestpersonProbanden
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Klinische Tests – die Nadel im Heuhaufen in 6 Sekunden
TestpersonProbanden
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Sym
pto
ms
UTI
Diabetes
Influenza
Hypokalemia
Renal Failure
no abdominal painno back painno coughno diarrhea
(Thyroid Autoimmune)
Esophagitis
pravastatinAlendronate
levothyroxine
hydroxychloroquine
Diagnosis Models
frequent UTI
cutaneous lupus
hyperlipidemiaosteoporosis
hypothyroidism
Confidence
difficulty swallowing
dizziness
anorexia
fever dry mouth
thirst
frequent urination
Fa
mil
yH
isto
ry
Graves’ Disease
Oral cancerBladder cancerHemochromatosisPurpura
Pa
tie
nt
His
tory
Med
icati
on
sF
ind
ing
s
supine 120/80 mm HG
urine dipstick:
leukocyte esterase
urine culture: E. Coli
heart rate: 88 bpm
Symptoms
Family History
Patient History
MedicationsFindings
• Extract Symptoms from record
• Use paraphrasings mined from text to handle
alternate phrasings and variants
• Perform broad search for possible diagnoses
• Score Confidence in each diagnosis based on
evidence so far
• Identify negative Symptoms
• Reason with mined relations to explain away
symptoms (thirst is consistent w/ UTI)
• Extract Family History
• Use Medical Taxonomies to generalize medical
conditions to the granularity used by the models
• Extract Patient History• Extract Medications
• Use database of drug side-effects
• Together, multiple diagnoses may best explain
symptoms
• Extract Findings: Confirms that UTI was present
Most Confident Diagnosis:
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Klinische Tests – Wie finden die Daten zusammen
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Watson IoT Health care / Life Science cooperations I / III
American Heart Association: Earlier 2016, IBM teamed up with the American Heart Association (AHA) and Welltok to develop two tools. One will help Welltok's employer customers measure their workplace health culture and the other will help employees' better assess their health using AHA questionnaires.
Under Armour: Under Armour announced last month that it will apply Watson computing to all the data collected in Under Armour’s UA Record app, and come up with personalized coaching and training recommendations. It also could use cognitive computing to recognize foods and do automated food logging.
Nutrino: Nutrition focused startup Nutrino announced it would use Watson’s natural language and deep question and answer features to provide women who are expecting with meal recommendations and nutrition guidance.
Novo Nordisk: In December 2015, Novo Nordisk announced that it was working with IBM Health to develop new tools to improve diabetes care based on data collected from Novo Nordisk devices and treatments.
Manipal Hospitals: A week prior to the Novo Nordisk announcement, India-based Manipal Hospitals announced it would use the Watson for Oncology product that IBM developed with Memorial Sloan-Kettering Cancer Center. The offering analyzes data to help oncologists develop personalized evidence-based treatment options.
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Watson IoT Health care / Life Science cooperations II / III
Boston Children’s Hopsital: IBM and Boston Children’s announced in November 2015 that Boston Children’s would use Watson to find diagnosis and treatment options for rare pediatric diseases. Their initial research would look into kidney disease.
Triax Technologies, Spare5: IBM partnered with two athlete-focused companies in October 2015. Triax Technologies, which offers a sensor-embedded headband that aims to keep athletes safe, will use Watson to analyze sentiment while the player is in the game. This data will be used to help coaches work with players to improve their safety during a game. Spare5 is using Watson to create an app, called Watson Golf Pro, that will help amateur golfers improve their game.
Teva Pharmaceuticals: In September 2015, Israel-based Teva said it would use Watson to develop tools that help people with chronic and complex conditions, including asthma, pain, migraine and neurodegenerative diseases.
Mayo Clinic, Epic: The two organizations announced in May 2015 that Watson's cognitive computing platform will integrate with Epic's EHR, allowing doctors to use Watson for clinical decision support in the way that some cancer centers already do. The technology could help "develop patient treatment protocols, personalize patient management for chronic conditions, and intelligently assist doctors and nurses by providing relevant evidence from the worldwide body of medical knowledge, putting newinsight into the hands of clinical staff," IBM wrote in a release.
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Watson IoT Health care / Life Science cooperations III / III
Various US cancer institutes: IBM announced that it would collaborate with more than a dozen cancer institutes. IBM will help the institutes derive personal insights from cancer patients' DNA, a process IBM says Watson can reduce from "weeks to minutes". Partnerships include: University of North Carolina, Ann & Robert H Lurie Children's Hospital of Chicago, BC Cancer Agency, City of Hope, Cleveland Clinic, Duke Cancer Institute, Fred & Pamela Buffett Cancer Center in Omaha, Nebraska, McDonnell Genome Institute at Washington University in St. Louis, New York Genome Center, Sanford Health, University of Kansas Cancer Center, University of Southern California Center for Applied Molecular Medicine, University of Washington Medical Center, and Yale Cancer Center.
hc1.com: hc1.com announced in May 2015 that its Patient Insights app, powered by Watson "analyzes patient interactions to tailor future engagement based on personality insights". Eskenazi Health in Indianapolis was trying the app out at the time of announcement.
Talkspace: Also in May 2015, text message-based therapy startup Talkspace announced it would use Watson to help match patients with therapists. The company added that it would use Watson to analyze customers' text messages and attempt to draw insights about their personality that will help match them to the best possible therapist on the platform.
LifeLearn: In October 2014, LifeLearn teamed up with IBM to apply Watson to veterinary medicine. A Watson-powered mobile app, Sofie, helps veterinarians identify potential conditions and practice evidence-based medicine in the treatment of animals. The Aberdeen Veterinary Clinic was already using the software when the partnership was announced.
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Weitere Informationen
Learn more about IBM’s point of view on the Internet of Things: www.ibm.com/IoT
Try out Internet of Things on Bluemix: www.ibm.biz/try_iot
IBM MessageSight in Action: www.youtube.com/watch?v=Hge421-w_iA
IBM: Transforming Life Sciences: https://www.youtube.com/watch?v=uZfj1nSPOPE
Join us in our IoT conversations: @IBMIoT, @MaximoTririga, @IBMBluemix, @IBMWatson, @ibmbizanalytics, @IBMHealthcare
Outthink Downtime - mit Predictive Maintenance von IBM: www.youtube.com/watch?v=YXdEXdhE_0Y
Maximo for utilities: www.youtube.com/watch?v=qSVT0-BOmcI
IBM Tririga - Lifecycle Corporate Real Estate Management: https://www.youtube.com/watch?v=F0CU7JqpNIA
IBM Watson: How it Works: https://www.youtube.com/watch?v=_Xcmh1LQB9I
Siemens and the future of connected buildings: https://www.youtube.com/watch?v=Wo1p0XwUYV4
IBM’s commitment to Europe: https://www.youtube.com/watch?v=-z-aZOu1fUQ
Get insight with IBM Watson Analytics: http://www.ibm.com/analytics/watson-analytics/
IBM Healthcare and Life Sciences industry blog: http://www-935.ibm.com/industries/lifesciences/blog.html
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Ihr Kontakt
IBM Austria
Obere Donaustrasse 95
1020 Vienna+43 664 618 7047
Marcus Kottinger cert. Energy auditor
Industry 4.0 / Life Science
IBM Watson IoT