SlideShare a Scribd company logo
1 of 52
Taha Kass-Hout, MD, MS Nicolás di Tada October 2008 MACHINE LEARNING AND  DISEASE SURVEILLANCE
Image source:  http://www.birds.cornell.edu/crows/images/deadcrow.jpg   Image source:  http://farm3.static.flickr.com/2029/2239605500_6ef2fd2295.jpg?v=0
LATE DETECTION – RESPONSE DAY CASES Opportunity  for control
EARLY DETECTION AND RESPONSE DAY CASES Opportunity  for control
INFORMATION SOURCES ,[object Object],[object Object]
PUBLIC HEALTH MEASURES ,[object Object],[object Object],[object Object],[object Object]
PUBLIC HEALTH MEASURES 1000  Malaria  infections (100%) 50  Malaria  notifications (5%) Specificity / Reliability Sensitivity / Timeliness ,[object Object],[object Object],[object Object],[object Object],Get as close to the bottom of the pyramid as possible Urge frequent reporting:  Weekly    daily    immediately
PUBLIC HEALTH MEASURES Analyze and  interpret   Automated analysis/ thresholds Time ,[object Object],[object Object],Health care hotline Signal as early  as possible
THE PROBLEM SPACE ,[object Object],[object Object]
PUBLIC HEALTH – TWO PERSPECTIVES ,[object Object],[object Object],[object Object],[object Object],[object Object]
CASE MANAGEMENT ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
POPULATION SURVEILLANCE ,[object Object],[object Object],[object Object],[object Object],[object Object]
WHY LOCATION MATTERS – CASE MANAGEMENT ,[object Object],[object Object]
WHY LOCATION MATTERS – CASE MANAGEMENT
WHY LOCATION MATTERS – CASE MANAGEMENT ,[object Object]
WHY LOCATION MATTERS – CASE MANAGEMENT
WHY LOCATION MATTERS – POP SURVEILLANCE ,[object Object],[object Object]
WHY LOCATION MATTERS – POP SURVEILLANCE
WHY LOCATION MATTERS – POP SURVEILLANCE ,[object Object]
WHY LOCATION MATTERS – POP SURVEILLANCE
MODERN DISEASE SURVEILLANCE ,[object Object],[object Object]
MODERN DISEASE SURVEILLANCE 9/20, 15213, cough/cold, … 9/21, 15207, antifever, … 9/22, 15213, CC = cough, ... 1,000,000  more records… Huge mass of data Detection algorithm “ What are we supposed to do with this?” Too many alerts
MODERN DISEASE SURVEILLANCE 9/20, 15213, cough/cold, … 9/21, 15207, antifever, … 9/22, 15213, CC = cough, ... 1,000,000  more records… Huge mass of data Feedback loop
ADVANTAGES OF MACHINE LEARNING P(malaria) = 22%  P(influenza) = 13%   P(other ILI) = 33%
MACHINE LEARNING TECHNIQUES ,[object Object],[object Object],[object Object],[object Object],[object Object]
HOW TO REPRESENT A DOCUMENT? “ This morning I woke up with fever, I might have a flu.” “ I had a flu last month. […] I had a flu early this week.” flu fever
CLASSIFIERS – PROBLEM DEFINITION ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
CLASSIFIERS - SVM
SVM – MARGIN MAXIMIZATION ,[object Object]
SVM – NON LINEAR? Φ :  x   ->   φ ( x ) Map to higher-dimension space
SVM – FILTERING OR CLASSIFYING Document 1 Document 2 Document 3 Positives Negatives Training Document Training Document Classifier
CLUSTERING – PROBLEM DEFINITION ,[object Object],[object Object],[object Object]
CLUSTERING - AGGLOMERATIVE
CLUSTERING - PARTITIONAL
BAYESIAN STATISTICS Probability of disease A (flu) once symptoms B (fever) are observed Probability of fever once flu is confirmed Probability of flu (prior or marginal) Probability of fever (prior or marginal)
NEURAL NETWORKS ,[object Object]
NEURAL NETWORKS - STRUCTURE Hidden Layer Output Layer Input Layer […] […] {I 0 ,I 1 ,……I n } {O 0 ,O 1 ,……O n } Weight
NEURAL NETWORK - APPLICATION Event?
GENETIC ALGORITHM - BASICS ,[object Object],[object Object],[object Object],[object Object]
GENETIC ALGORITHM – MODEL ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],(Onset, Latency, Incubation, Symptomatic , Infectious) ( 2 days, 3 days, 1 day, 4 days, 3 days)
GENETIC ALGORITHM – MODEL FITNESS Fitness = 1/Area
GENETIC ALGORITHM – PROCESS ,[object Object],[object Object],[object Object],[object Object]
GENETIC ALGORITHM - PROCESS  (4, 5 ,6, 3 ,5)  (4,3,6,2,5)  (5,3,4,6,2) (2,4,6,3,5) (4,3,6,5,2) (2,3,4,6,5) (3,4,5,2,6) (3,5,4,6,2) (4,5,3,6,2) (5,4,2,3,6) (4,6,3,2,5) (3,4,2,6,5) (3,6,5,1,4) ( 5,3 , 2,6,5 ) ( 3,4 , 4,6,2 ) ( 5,3 , 2,6,5 ) ( 3,4 , 4,6,2 )
RESULTS – IMPROVED SURVEILLANCE
Q&A
THANK YOU! ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
BACKUP SLIDES
REFERENCES ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
REFERENCES ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
REFERENCES ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
RELATED PROJECTS ,[object Object],[object Object],[object Object],[object Object]
 

More Related Content

What's hot

TOWARDS AN ADVERSE EVENT REPORTING ONTOLOGY
TOWARDS AN ADVERSE EVENT REPORTING ONTOLOGYTOWARDS AN ADVERSE EVENT REPORTING ONTOLOGY
TOWARDS AN ADVERSE EVENT REPORTING ONTOLOGY
Melanie Courtot
 
Paper id 36201506
Paper id 36201506Paper id 36201506
Paper id 36201506
IJRAT
 

What's hot (20)

인공지능은 의료를 어떻게 혁신할 것인가 (ver 2)
인공지능은 의료를 어떻게 혁신할 것인가 (ver 2)인공지능은 의료를 어떻게 혁신할 것인가 (ver 2)
인공지능은 의료를 어떻게 혁신할 것인가 (ver 2)
 
160929 teamscope presentation molecule to business
160929 teamscope presentation molecule to business160929 teamscope presentation molecule to business
160929 teamscope presentation molecule to business
 
TOWARDS AN ADVERSE EVENT REPORTING ONTOLOGY
TOWARDS AN ADVERSE EVENT REPORTING ONTOLOGYTOWARDS AN ADVERSE EVENT REPORTING ONTOLOGY
TOWARDS AN ADVERSE EVENT REPORTING ONTOLOGY
 
G. Poste. Managing the Data Deluge: Critical Issues in the Integration and An...
G. Poste. Managing the Data Deluge: Critical Issues in the Integration and An...G. Poste. Managing the Data Deluge: Critical Issues in the Integration and An...
G. Poste. Managing the Data Deluge: Critical Issues in the Integration and An...
 
Automated image analysis: rescue for diffusion-MRI of threat to radiologists?
Automated image analysis: rescue for diffusion-MRI of threat to radiologists?Automated image analysis: rescue for diffusion-MRI of threat to radiologists?
Automated image analysis: rescue for diffusion-MRI of threat to radiologists?
 
From Big Data to Precision Medicine
From Big Data to Precision Medicine From Big Data to Precision Medicine
From Big Data to Precision Medicine
 
Pattern diagnostics 2015
Pattern diagnostics 2015Pattern diagnostics 2015
Pattern diagnostics 2015
 
Scaling Self-Experimentation
Scaling Self-ExperimentationScaling Self-Experimentation
Scaling Self-Experimentation
 
Shneiderman info vismedical-amia-panel-v2
Shneiderman info vismedical-amia-panel-v2Shneiderman info vismedical-amia-panel-v2
Shneiderman info vismedical-amia-panel-v2
 
Information Technology and Radiology: challenges and future perspectives
Information Technology and Radiology: challenges and future perspectivesInformation Technology and Radiology: challenges and future perspectives
Information Technology and Radiology: challenges and future perspectives
 
mQoL: Mobile Quality of Life Lab: From Behavior Change to QoL
mQoL: Mobile Quality of Life Lab: From Behavior Change to QoLmQoL: Mobile Quality of Life Lab: From Behavior Change to QoL
mQoL: Mobile Quality of Life Lab: From Behavior Change to QoL
 
Computer Aided Diagnosis in Pathology: Pros & Cons by Dr. Liron Pantanowitz
Computer Aided Diagnosis in Pathology: Pros & Cons by Dr. Liron PantanowitzComputer Aided Diagnosis in Pathology: Pros & Cons by Dr. Liron Pantanowitz
Computer Aided Diagnosis in Pathology: Pros & Cons by Dr. Liron Pantanowitz
 
Teamscope presentation - Molecules to Business 2016
Teamscope presentation - Molecules to Business 2016 Teamscope presentation - Molecules to Business 2016
Teamscope presentation - Molecules to Business 2016
 
Information Visualization in Medical Informatics
Information Visualization in Medical InformaticsInformation Visualization in Medical Informatics
Information Visualization in Medical Informatics
 
Final group research_project
Final group research_projectFinal group research_project
Final group research_project
 
GermStats - Data Driven Infection Prevention Strategies
GermStats - Data Driven Infection Prevention StrategiesGermStats - Data Driven Infection Prevention Strategies
GermStats - Data Driven Infection Prevention Strategies
 
Paper id 36201506
Paper id 36201506Paper id 36201506
Paper id 36201506
 
MediaEval 2017 - Medical Multimedia Task: Multimedia for Medicine: The Medico...
MediaEval 2017 - Medical Multimedia Task: Multimedia for Medicine: The Medico...MediaEval 2017 - Medical Multimedia Task: Multimedia for Medicine: The Medico...
MediaEval 2017 - Medical Multimedia Task: Multimedia for Medicine: The Medico...
 
Twenty Years of Whole Slide Imaging - the Coming Phase Change
Twenty Years of Whole Slide Imaging - the Coming Phase ChangeTwenty Years of Whole Slide Imaging - the Coming Phase Change
Twenty Years of Whole Slide Imaging - the Coming Phase Change
 
Paradigmshift in precision medicine
Paradigmshift in precision medicineParadigmshift in precision medicine
Paradigmshift in precision medicine
 

Similar to Biosurveillance: Machine Learning And Disease Surveillance by Kass-Hout Di Tada

International system for total early disease detection (INSTEDD) platform
International system for total early disease detection (INSTEDD) platformInternational system for total early disease detection (INSTEDD) platform
International system for total early disease detection (INSTEDD) platform
InSTEDD
 
Towards an Adverse Event Reporting Ontology
Towards an Adverse Event Reporting OntologyTowards an Adverse Event Reporting Ontology
Towards an Adverse Event Reporting Ontology
pcirnkt
 

Similar to Biosurveillance: Machine Learning And Disease Surveillance by Kass-Hout Di Tada (20)

Biosurveillance 2.0
Biosurveillance 2.0Biosurveillance 2.0
Biosurveillance 2.0
 
Biosurveillance 2.0: Lecture at Emory University
Biosurveillance 2.0: Lecture at Emory UniversityBiosurveillance 2.0: Lecture at Emory University
Biosurveillance 2.0: Lecture at Emory University
 
RIFF - A Social Network and Collaborative Platform For Public Health Disease ...
RIFF - A Social Network and Collaborative Platform For Public Health Disease ...RIFF - A Social Network and Collaborative Platform For Public Health Disease ...
RIFF - A Social Network and Collaborative Platform For Public Health Disease ...
 
Riff: A Social Network and Collaborative Platform for Public Health Disease S...
Riff: A Social Network and Collaborative Platform for Public Health Disease S...Riff: A Social Network and Collaborative Platform for Public Health Disease S...
Riff: A Social Network and Collaborative Platform for Public Health Disease S...
 
International system for total early disease detection (INSTEDD) platform
International system for total early disease detection (INSTEDD) platformInternational system for total early disease detection (INSTEDD) platform
International system for total early disease detection (INSTEDD) platform
 
Proposed Model for Chest Disease Prediction using Data Analytics
Proposed Model for Chest Disease Prediction using Data AnalyticsProposed Model for Chest Disease Prediction using Data Analytics
Proposed Model for Chest Disease Prediction using Data Analytics
 
Chapter 31
Chapter 31Chapter 31
Chapter 31
 
A Context-aware Patient Safety System for the Operating Room
A Context-aware Patient Safety System for the Operating RoomA Context-aware Patient Safety System for the Operating Room
A Context-aware Patient Safety System for the Operating Room
 
Exposome data challenge - ISGlobal hub prez July 2022.pptx
Exposome data challenge - ISGlobal hub prez July 2022.pptxExposome data challenge - ISGlobal hub prez July 2022.pptx
Exposome data challenge - ISGlobal hub prez July 2022.pptx
 
AAPM Foster July 2009
AAPM Foster July 2009AAPM Foster July 2009
AAPM Foster July 2009
 
Big data and machine learning: opportunità per la medicina di precisione e i ...
Big data and machine learning: opportunità per la medicina di precisione e i ...Big data and machine learning: opportunità per la medicina di precisione e i ...
Big data and machine learning: opportunità per la medicina di precisione e i ...
 
Evolve: InSTEDD's Global Early Warning and Response System
Evolve: InSTEDD's Global Early Warning and Response SystemEvolve: InSTEDD's Global Early Warning and Response System
Evolve: InSTEDD's Global Early Warning and Response System
 
Forum on Personalized Medicine: Challenges for the next decade
Forum on Personalized Medicine: Challenges for the next decadeForum on Personalized Medicine: Challenges for the next decade
Forum on Personalized Medicine: Challenges for the next decade
 
Plant Leaf Diseases Identification in Deep Learning
Plant Leaf Diseases Identification in Deep LearningPlant Leaf Diseases Identification in Deep Learning
Plant Leaf Diseases Identification in Deep Learning
 
Towards an Adverse Event Reporting Ontology
Towards an Adverse Event Reporting OntologyTowards an Adverse Event Reporting Ontology
Towards an Adverse Event Reporting Ontology
 
Exploiting NLP for Digital Disease Informatics
Exploiting NLP for Digital Disease InformaticsExploiting NLP for Digital Disease Informatics
Exploiting NLP for Digital Disease Informatics
 
Orientation to Surveillance
Orientation to SurveillanceOrientation to Surveillance
Orientation to Surveillance
 
Predicting disease from several symptoms using machine learning approach.
Predicting disease from several symptoms using machine learning approach.Predicting disease from several symptoms using machine learning approach.
Predicting disease from several symptoms using machine learning approach.
 
C0344023028
C0344023028C0344023028
C0344023028
 
IRJET- Disease Analysis and Giving Remedies through an Android Application
IRJET- Disease Analysis and Giving Remedies through an Android ApplicationIRJET- Disease Analysis and Giving Remedies through an Android Application
IRJET- Disease Analysis and Giving Remedies through an Android Application
 

More from Taha Kass-Hout, MD, MS

A Brief Introduction to the SCRUM Agile Methodology
A Brief Introduction to the SCRUM Agile MethodologyA Brief Introduction to the SCRUM Agile Methodology
A Brief Introduction to the SCRUM Agile Methodology
Taha Kass-Hout, MD, MS
 
e-Democracy: Egypt’s 18 Day Revolution
e-Democracy: Egypt’s 18 Day Revolutione-Democracy: Egypt’s 18 Day Revolution
e-Democracy: Egypt’s 18 Day Revolution
Taha Kass-Hout, MD, MS
 

More from Taha Kass-Hout, MD, MS (20)

precisionFDA
precisionFDAprecisionFDA
precisionFDA
 
A Brief Introduction to the SCRUM Agile Methodology
A Brief Introduction to the SCRUM Agile MethodologyA Brief Introduction to the SCRUM Agile Methodology
A Brief Introduction to the SCRUM Agile Methodology
 
A Brief Introduction to the SCRUM Agile Methodology
A Brief Introduction to the SCRUM Agile MethodologyA Brief Introduction to the SCRUM Agile Methodology
A Brief Introduction to the SCRUM Agile Methodology
 
e-Democracy: Egypt’s 18 Day Revolution
e-Democracy: Egypt’s 18 Day Revolutione-Democracy: Egypt’s 18 Day Revolution
e-Democracy: Egypt’s 18 Day Revolution
 
Big Data in Public Health
Big Data in Public HealthBig Data in Public Health
Big Data in Public Health
 
Change Point Analysis (CPA)
Change Point Analysis (CPA)Change Point Analysis (CPA)
Change Point Analysis (CPA)
 
Public Health Surveillance Through Collaboration
Public Health Surveillance Through CollaborationPublic Health Surveillance Through Collaboration
Public Health Surveillance Through Collaboration
 
BioSense 2.0
BioSense 2.0BioSense 2.0
BioSense 2.0
 
Social Media for the Meta-Leader
Social Media for the Meta-LeaderSocial Media for the Meta-Leader
Social Media for the Meta-Leader
 
Updates on the BioSense Program Redesign: 2011 Public Health Preparedness Summit
Updates on the BioSense Program Redesign: 2011 Public Health Preparedness SummitUpdates on the BioSense Program Redesign: 2011 Public Health Preparedness Summit
Updates on the BioSense Program Redesign: 2011 Public Health Preparedness Summit
 
Novel Approaches in Public Health Surveillance
Novel Approaches in Public Health SurveillanceNovel Approaches in Public Health Surveillance
Novel Approaches in Public Health Surveillance
 
Introducing BioSense Program Redesign
Introducing BioSense Program RedesignIntroducing BioSense Program Redesign
Introducing BioSense Program Redesign
 
Internet2 and Public Health Surveillance
Internet2 and Public Health SurveillanceInternet2 and Public Health Surveillance
Internet2 and Public Health Surveillance
 
Change Point Analysis
Change Point AnalysisChange Point Analysis
Change Point Analysis
 
BioSense Program: Scientific Collaboration
BioSense Program: Scientific CollaborationBioSense Program: Scientific Collaboration
BioSense Program: Scientific Collaboration
 
Distribute
DistributeDistribute
Distribute
 
BioSense Program Going Forward: HIMSS10 Conference
BioSense Program Going Forward: HIMSS10 ConferenceBioSense Program Going Forward: HIMSS10 Conference
BioSense Program Going Forward: HIMSS10 Conference
 
Epi Info™ Mesh4x
Epi Info™ Mesh4xEpi Info™ Mesh4x
Epi Info™ Mesh4x
 
InSTEDD Mesh4x Platform
InSTEDD Mesh4x PlatformInSTEDD Mesh4x Platform
InSTEDD Mesh4x Platform
 
Oswego in the Cloud: Scenario Script
Oswego in the Cloud: Scenario ScriptOswego in the Cloud: Scenario Script
Oswego in the Cloud: Scenario Script
 

Recently uploaded

Cytoskeleton and Cell Inclusions - Dr Muhammad Ali Rabbani - Medicose Academics
Cytoskeleton and Cell Inclusions - Dr Muhammad Ali Rabbani - Medicose AcademicsCytoskeleton and Cell Inclusions - Dr Muhammad Ali Rabbani - Medicose Academics
Cytoskeleton and Cell Inclusions - Dr Muhammad Ali Rabbani - Medicose Academics
MedicoseAcademics
 
Physiologic Anatomy of Heart_AntiCopy.pdf
Physiologic Anatomy of Heart_AntiCopy.pdfPhysiologic Anatomy of Heart_AntiCopy.pdf
Physiologic Anatomy of Heart_AntiCopy.pdf
MedicoseAcademics
 
Unveiling Pharyngitis: Causes, Symptoms, Diagnosis, and Treatment Strategies.pdf
Unveiling Pharyngitis: Causes, Symptoms, Diagnosis, and Treatment Strategies.pdfUnveiling Pharyngitis: Causes, Symptoms, Diagnosis, and Treatment Strategies.pdf
Unveiling Pharyngitis: Causes, Symptoms, Diagnosis, and Treatment Strategies.pdf
NoorulainMehmood1
 
Forensic medicine MCQ for early learners
Forensic medicine MCQ for early learnersForensic medicine MCQ for early learners
Forensic medicine MCQ for early learners
AlaguPandi5
 

Recently uploaded (20)

Storage of Blood Components- equipments, effects of improper storage, transpo...
Storage of Blood Components- equipments, effects of improper storage, transpo...Storage of Blood Components- equipments, effects of improper storage, transpo...
Storage of Blood Components- equipments, effects of improper storage, transpo...
 
Top 15 Sexiest Pakistani Pornstars with Images & Videos
Top 15 Sexiest Pakistani Pornstars with Images & VideosTop 15 Sexiest Pakistani Pornstars with Images & Videos
Top 15 Sexiest Pakistani Pornstars with Images & Videos
 
Stereochemistry & Asymmetric Synthesis.pptx
Stereochemistry & Asymmetric Synthesis.pptxStereochemistry & Asymmetric Synthesis.pptx
Stereochemistry & Asymmetric Synthesis.pptx
 
Mgr university bsc nursing adult health previous question paper with answers
Mgr university  bsc nursing adult health previous question paper with answersMgr university  bsc nursing adult health previous question paper with answers
Mgr university bsc nursing adult health previous question paper with answers
 
Cytoskeleton and Cell Inclusions - Dr Muhammad Ali Rabbani - Medicose Academics
Cytoskeleton and Cell Inclusions - Dr Muhammad Ali Rabbani - Medicose AcademicsCytoskeleton and Cell Inclusions - Dr Muhammad Ali Rabbani - Medicose Academics
Cytoskeleton and Cell Inclusions - Dr Muhammad Ali Rabbani - Medicose Academics
 
Gross Anatomy and Histology of Tongue by Dr. Rabia Inam Gandapore.pptx
Gross Anatomy and Histology of Tongue by Dr. Rabia Inam Gandapore.pptxGross Anatomy and Histology of Tongue by Dr. Rabia Inam Gandapore.pptx
Gross Anatomy and Histology of Tongue by Dr. Rabia Inam Gandapore.pptx
 
Physiologic Anatomy of Heart_AntiCopy.pdf
Physiologic Anatomy of Heart_AntiCopy.pdfPhysiologic Anatomy of Heart_AntiCopy.pdf
Physiologic Anatomy of Heart_AntiCopy.pdf
 
Unveiling Alcohol Withdrawal Syndrome: exploring it's hidden depths
Unveiling Alcohol Withdrawal Syndrome: exploring it's hidden depthsUnveiling Alcohol Withdrawal Syndrome: exploring it's hidden depths
Unveiling Alcohol Withdrawal Syndrome: exploring it's hidden depths
 
TEST BANK For Porth's Essentials of Pathophysiology, 5th Edition by Tommie L ...
TEST BANK For Porth's Essentials of Pathophysiology, 5th Edition by Tommie L ...TEST BANK For Porth's Essentials of Pathophysiology, 5th Edition by Tommie L ...
TEST BANK For Porth's Essentials of Pathophysiology, 5th Edition by Tommie L ...
 
JOURNAL CLUB PRESENTATION TEMPLATE DOCUMENT
JOURNAL CLUB PRESENTATION TEMPLATE DOCUMENTJOURNAL CLUB PRESENTATION TEMPLATE DOCUMENT
JOURNAL CLUB PRESENTATION TEMPLATE DOCUMENT
 
spinal cord disorders and paraplegia .
spinal cord disorders  and  paraplegia .spinal cord disorders  and  paraplegia .
spinal cord disorders and paraplegia .
 
parliaments-for-health-security_RecordOfAchievement.pdf
parliaments-for-health-security_RecordOfAchievement.pdfparliaments-for-health-security_RecordOfAchievement.pdf
parliaments-for-health-security_RecordOfAchievement.pdf
 
Unveiling Pharyngitis: Causes, Symptoms, Diagnosis, and Treatment Strategies.pdf
Unveiling Pharyngitis: Causes, Symptoms, Diagnosis, and Treatment Strategies.pdfUnveiling Pharyngitis: Causes, Symptoms, Diagnosis, and Treatment Strategies.pdf
Unveiling Pharyngitis: Causes, Symptoms, Diagnosis, and Treatment Strategies.pdf
 
Top 10 Most Beautiful Russian Pornstars List 2024
Top 10 Most Beautiful Russian Pornstars List 2024Top 10 Most Beautiful Russian Pornstars List 2024
Top 10 Most Beautiful Russian Pornstars List 2024
 
TEST BANK For Nursing Leadership, Management, and Professional Practice for t...
TEST BANK For Nursing Leadership, Management, and Professional Practice for t...TEST BANK For Nursing Leadership, Management, and Professional Practice for t...
TEST BANK For Nursing Leadership, Management, and Professional Practice for t...
 
Forensic medicine MCQ for early learners
Forensic medicine MCQ for early learnersForensic medicine MCQ for early learners
Forensic medicine MCQ for early learners
 
SEMESTER-V CHILD HEALTH NURSING-UNIT-1-INTRODUCTION.pdf
SEMESTER-V CHILD HEALTH NURSING-UNIT-1-INTRODUCTION.pdfSEMESTER-V CHILD HEALTH NURSING-UNIT-1-INTRODUCTION.pdf
SEMESTER-V CHILD HEALTH NURSING-UNIT-1-INTRODUCTION.pdf
 
Benefits of Chanting Hanuman Chalisa .pdf
Benefits of Chanting Hanuman Chalisa .pdfBenefits of Chanting Hanuman Chalisa .pdf
Benefits of Chanting Hanuman Chalisa .pdf
 
How to buy 5cladba precursor raw 5cl-adb-a raw material
How to buy 5cladba precursor raw 5cl-adb-a raw materialHow to buy 5cladba precursor raw 5cl-adb-a raw material
How to buy 5cladba precursor raw 5cl-adb-a raw material
 
Top 10 Most Beautiful Chinese Pornstars List 2024
Top 10 Most Beautiful Chinese Pornstars List 2024Top 10 Most Beautiful Chinese Pornstars List 2024
Top 10 Most Beautiful Chinese Pornstars List 2024
 

Biosurveillance: Machine Learning And Disease Surveillance by Kass-Hout Di Tada