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A System For Health Document Classification Using Machine Learning
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APPENDIX C
en-diseases.train
Malaria is a life-threatening mosquito-borne blood disease caused by a Plasmodium parasite Malaria was eliminated from the U.S. in the early 1950s
Malaria is typically spread by mosquitoes
Malaria symptoms can be classified into two categories
Malaria happens when a bite from the female Anopheles mosquito infects the body with Plasmodium
Malaria is a mosquito-borne infectious disease affecting humans and other animals caused by parasitic protozoans
Malaria is a mosquito-borne disease caused by a parasite Malaria occurred worldwide and 445,000 people died Malaria is caused by parasites from the genus Plasmodium Malaria parasite in most countries
Malaria is an acute febrile illness Malaria If not treated within 24 hours Malaria can progress to severe illness
Malaria frequently develop one or more of the following symptoms Malaria cases and deaths
Malaria transmission Malaria control programmes Malaria infection
Diarrhea can be prevented by improved sanitation
Diarrhea it is recommended that they continue to eat healthy food and babies continue to be breastfed
Diarrhea and a high fever
Diarrhea on average three times a year
Diarrhea are also a common cause of malnutrition and the most common cause in those younger than five years of age
Diarrhea is defined by the World Health Organization as having three or more loose or liquid stools per day
Diarrhea is defined as an abnormally frequent discharge of semisolid or fluid fecal matter from the bowel
Diarrhea means that there is an increase in the active secretion Diarrhea is a cholera toxin that stimulates the secretion of anions
Diarrhea intestinal fluid secretion is isotonic with plasma even during fasting Diarrhea occurs when too much water is drawn into the bowels
Diarrhea can also be the result of maldigestion Diarrhea and distention of the bowel Hypertension also known as high blood pressure
Hypertension was believed to have been a factor in
Hypertension is rarely accompanied by symptoms, and its identification is usually through screening
Hypertension may be associated with the presence of changes in the optic fundus seen by ophthalmoscopy
Hypertension with certain specific additional signs and symptoms may suggest secondary hypertension
Hypertension due to an identifiable cause Hypertension accompanied by headache Hypertension occurs in approximately Hypertension in pregnancy
Hypertension during pregnancy without protein in the urine
Hypertension in newborns and young infants. In older infants and children Hypertension results from a complex interaction of genes and environmental factors Hypertension results from an identifiable cause
Hypertension can also be caused by endocrine conditions
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ABSRACT - [ Total Page(s): 1 ]ABSTRACTDue to the massive increase in medical documents every day (including books, journals, blogs, articles, doctors' instructions and prescriptions, emails from patients, etc.), it is becoming very challenging to handle and to categorize them manually. One of the most challenging projects in information systems is extracting information from unstructured texts, including medical document classification. The discovery of knowledge from medical datasets is important in order to make effective ... Continue reading---
APPENDIX A - [ Total Page(s): 2 ]APPENDIX A ... Continue reading---
APPENDIX B - [ Total Page(s): 11 ]APPENDIX B ... Continue reading---
CHAPTER ONE - [ Total Page(s): 2 ]CHAPTER ONE1.0 INTRODUCTIONThis chapter introduces the topic of the project work A System for Health Document Classification Using Machine Learning. In this chapter, we will consider the background of the study, statement of the problem, aims and objectives, methodology used to design the system, scope of the study, its significance, definition of terms, and we conclude with the project layout or organization of the project work.1.1 BACKGROUND OF THE STUDYContemporarily, most hospita ... Continue reading---
CHAPTER TWO - [ Total Page(s): 3 ]CHAPTER TWOLITERATURE REVIEW2.0 DOCUMENT CLASSIFICATIONClassification can be divided in two principal phases. The first phase is document representation, and the second phase is classification. The standard document representation used in text classification is the vector space model. The difference of classification systems is in document representation models. The more relevant the representation is, the more relevant the classification will be. The second phase includes learning from tr ... Continue reading---
CHAPTER THREE - [ Total Page(s): 3 ]3.4 SEQUENCE DIAGRAMSequence diagrams are simple subsets of interaction diagrams. They map out sequential events in an engineering or business process in order to streamline activities. Sequence diagrams are used to show how objects interact in a given situation. An important characteristic of a sequence diagram is that time passes from top to bottom: the interaction starts near the top of the diagram and ends at the bottom (i.e. Lower equals Later).3.5 CLASS DIAGRAMSWe begin our OOD ... Continue reading---
CHAPTER FOUR - [ Total Page(s): 5 ]CHAPTER FOUR SYSTEM IMPLEMENTATION4.0 INTRODUCTIONAfter careful requirement gathering, analysis and design, the system is implemented. Implementation involves testing the system with required data and observing the results to see if the system has been properly deigned or if it contains bugs. This is usually done with data which has known results. In this chapter we will implement the system designed.4.1 SYSTEM REQUIREMENTSTo implement the application, the computer on which it will r ... Continue reading---
CHAPTER FIVE - [ Total Page(s): 1 ]CHAPTER FIVE SUMMARY AND CONCLUSION5.0 INTRODUCTIONThis chapter summarizes and concludes the project work; it also gives recommendations and insight to future work.5.1 SUMMARYIn this project work we were able to succeed in applying Natural Language Processing which is a branch of Machine Learning to Classifying Health related documents. We made use of the OpenNLP Application Programming Interface which is a Java API for training a model and classifying the documents. We make use of M ... Continue reading---
REFRENCES - [ Total Page(s): 1 ]REFERENCERussell Power, Jay Chen, Trishank Karthik and Lakshminarayanan Subramanian (2018),“Document Classification for Focused Topics†https://cs.nyu.edu/~jchen/publications/aaai4d-power.pdf.Hull D., J. Pedersen, and H. Schutze (1996), “Document routing as statistical classification,†in AAAI Spring Symp. On Machine Learning in Information Access Technical Papers, Palo Alto.Fox C. (1992), “Lexical analysis and stoplist,†in Information Retrieval Data Structur ... Continue reading---
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ABSRACT - [ Total Page(s): 1 ]ABSTRACTDue to the massive increase in medical documents every day (including books, journals, blogs, articles, doctors' instructions and prescriptions, emails from patients, etc.), it is becoming very challenging to handle and to categorize them manually. One of the most challenging projects in information systems is extracting information from unstructured texts, including medical document classification. The discovery of knowledge from medical datasets is important in order to make effective ... Continue reading---
APPENDIX C -- [Total Page(s) 1]
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APPENDIX C -- [Total Page(s) 1]
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