Comprehensive Review of Classification Algorithms for Medical Information System

Kasperczuk, Anna; Dardzińska, Agnieszka

doi:10.1007/978-3-030-03192-3_23

Cited by 2 publications

(1 citation statement)

References 10 publications

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“…Undoubtedly, it will deepen current knowledge about UC as well as CD. Answers to many bothering doctors may bring methods of knowledge exploration from databases [10][11][12][13][14][15]. For this reason, the methods of data mining in combination with statistical methods in the analysis of medical data of patients covered by the disorder were used in the work.…”

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confidence: 99%

Differentiating Crohn’s Disease from Ulcerative Colitis - New Factors

Kasperczuk

Dardzińska

2019

BJSTR

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Crohn's disease (CD) and ulcerative colitis (UC) have been known to physicians for decades. Unfortunately, so far there are many unknowns regarding CD and UC. There are numerous descriptions of clinical cases, different locations of disease symptoms, and descriptions of symptoms located both in the gastrointestinal tract and symptoms accompanying the disease.All this information sheds light on the etiology of inflammatory bowel disease (IBD) do not completely resolve their complexity. An analysis of the literature presented in the work indicates that the characteristics of diseases are often unambiguous. This contributes to the fact that IBD diagnostics are often difficult and create many problems [1][2][3]. Despite many years of research on inflammatory bowel diseases, they are still of interest to scientists today. Nonspecific inflammatory bowel disease is a term referring to chronic and recurrent gastrointestinal disease. A number of clinical symptoms distinguish between CD and UC, whose clinical picture is relatively diverse. However, in many cases the diagnosis is not straightforward, which contributes to the interest of researchers worldwide in the disorders under discussion. The inflammatory changes in the course of UC are continuous and limited to the mucous membrane of the large intestine. UC-related inflammation usually involves the mucosa and submucosa usually begins in the rectum and spread proximal to the colon. The affected tissue is swollen, with the presence of erosions and ulcers, which lead to spontaneous bleeding.In most cases, UC initially occurs smoothly, with worsening symptoms within a few weeks. It happens, however, that the disease begins suddenly and goes very quickly. In such cases, due to the lack of the effect of conservative treatment, surgical treatment is already implemented in the early stages of the disease. However, in most cases, after the first shot of the disease, it goes into remission, after which it becomes more severe again. Such continuous conditions of illness and remission may last even several dozen years [1,2]. In the case of CD, the condition most often includes the small intestine and caecum, which accounts for 40% of cases, only small intestine (30% of patients) and only large intestine (25% of cases). In situations where only the large intestine is covered, two forms of the disease are recognized. The first one concerns about two thirds of cases and consists in taking the entire length of the large intestine with the disease state, while the second involves the occurrence of staple

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Section: Article Info Abstractmentioning

confidence: 99%

Differentiating Crohn’s Disease from Ulcerative Colitis - New Factors

Kasperczuk

Dardzińska

2019

BJSTR

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A framework for predicting academic orientation using supervised machine learning

Mrabet

Moussa

2022

J Ambient Intell Human Comput

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School guidance is declared an integral part of the education and training process, as it accompanies students in their educational and professional choices. Accordingly, the current situation in light of the Covid-19 epidemic requires a reconsideration of school guidance together with the methods of accompanying the student to choose the field that suits his/her personality, knowledge qualifications, perceptual and intellectual skills in order to achieve an excellent educational level that enables the learner to work in future professions. The current study aims to predict a student's potential and provide support for academic guidance. This paper emphasizes the importance of supervised machine learning and classification algorithms to predict the personality type based on student traits. Based on the information gathered, the results of this study indicate that it contributes significantly to providing a comprehensive approach to support academic self-orientation.

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Comprehensive Review of Classification Algorithms for Medical Information System

Cited by 2 publications

References 10 publications

Differentiating Crohn’s Disease from Ulcerative Colitis - New Factors

Differentiating Crohn’s Disease from Ulcerative Colitis - New Factors

A framework for predicting academic orientation using supervised machine learning

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