Clustering Lab value working with medical data

Data mining is a relatively new field of research that its objective is to acquire knowledge from large amounts of data. In medical and health care areas, due to regulations and due to the availability of computers, a large amount of data is becoming available [27]. On the one hand, practitioners are expected to use all this data in their work but, at the same time, such a large amount of data cannot be processed by humans in a short time to make diagnosis, prognosis and treatment schedules. A major objective of this thesis is to evaluate data mining tools in medical and health care applications to develop a tool that can help make rather accurate decisions. In this thesis, the goal is finding a pattern among patients who got pneumonia by clustering of lab data values which have been recorded every day. By this pattern we can generalize it to the patients who did not have been diagnosed by this disease whose lab values shows the same trend as pneumonia patients does. There are 10 tables which have been extracted from a big data base of a hospital in Jena for my work .In ICU (intensive care unit), COPRA system which is a patient management system has been used. All the tables and data stored in German Language database.

An analysis of the aspects attracting medical tourists : a case study in Seoul, South Korea

Many countries recognized the potential of medicaltourism as an alternative source of economic growth. Especially after theeconomic crisis many Asian countries joined medical tourism in hopes to escapethe severe financial difficulty. However, yet only few countries have managedto become a famous medical tourism destination. With growing number ofcompetitors, newly joined countries of medical tourism, face the difficulty inintroducing them self as attractive medical tourism destination. South Koreaas a new medical tourism destination, should consider what to offer to themedical tourists to attract them. The aim of the thesis was to investigate aspects influencing the participationof medical tourists to discover how South Korea could develop anattractive medical tourism destination. After examining the casestudy and results from the text analysis, researcher reached to the conclusionthat quality, cost and accessibility to treatment are the major reasons toparticipate in medical tourism. Also in the fierce competition, it is importantto develop differentiated offers from other destinations. Therefore, Koreashould concentrate on specialized treatments and ICT system to become anattractive medical tourism destination.

Factors influencing the choice of a bank : An international student perspective

Purpose: The purposeof this thesis is to identify what factors influence international students in their choice of a bank.Literature review: A review of previous research about bank selection criteria related to students as well as a few examples of bank choice studies in the general population is presented. The review consists of studies from different years to illustrate criteria that reoccur in order to decrease the chances of overlooking important criteria that may be of importance for today‘s customers. Method: The thesis is based upon empirical data gathering through a non-probability sampling technique by distributing questionnaires through the Internet and in person. The data was analyzedwith the help of exploratory factor analysis (EFA). Conclusion: We found thatfive factors influence the choice of bank for international students. These factors are: cost of the bank services, use of technology, convenience, banks‘ reputation and marketing communication effectiveness. These factors could be helpful for banks who want to gain customers from international students, which are a relatively unexploited customer segment.

International conference site selection criteria : And a case study of Stockholm as an international conference city

The purpose of this thesis is to identify the destination site selection criteria for internationalconferences from the perspectives of the three main players of the conference industry,conference buyers (organizers and delegates) and suppliers. Additionally, the researchidentifies the strengths and weaknesses of the congress cities of Stockholm and Vienna.Through a comparison with Vienna, the top city for hosting international conferences, a roadmap for Stockholm has been designed, to strengthen its congress tourism opportunities, thus,obtaining a higher status as an international congress city. This qualitative research hascombined both primary and secondary data methods, through semi-standardized expertinterviews and secondary studies respectively, to fulfil the study’s aim. The data have beenanalysed by applying the techniques of qualitative content analysis; the secondary dataadopting an inductive approach according to Mayring (2003) while the expert interviewsusing a deductive approach according to Meuser & Nagel (2009). The conclusions of thesecondary data have been further compared and contrasted with the outcomes of the primarydata, to propose fresh discoveries, clarifications, and concepts related to the site selectioncriteria for international conferences, and for the congress tourism industry of Stockholm. Theresearch discusses the discoveries of the site selection criteria, the implications of thestrengths and weaknesses of Stockholm in comparison to Vienna, recommendations forStockholm via a road map, and future research areas in detail. The findings andrecommendation, not only provide specific steps and inceptions that Stockholm as aninternational conference city can apply, but also propose findings, which can aid conferencebuyers and suppliers to cooperate, to strengthen their marketing strategies and developsuccessful international conferences and destinations to help achieve a greater competitiveadvantage.

Patienters upplevelser av vilka faktorer som har betydelse i vården på specialistsjuksköterskeledda hjärtsviktsmottagningar. : En kvalitativ studie

Bakgrund: Hjärtsvikt är ett vanligt och allvarligt tillstånd med hög dödlighet, sjuklighet och försämrad livskvalité. Det beräknas att omkring en kvarts miljon personer i Sverige har kronisk hjärtsvikt. Inrättandet av specialistsjuksköterskeledda hjärtsviktsmottagningar med läkarstöd har förbättrat behandlingen av patienter med hjärtsvikt. Syfte: Syftet med denna studie var att undersöka patienters upplevelser av vilka faktorer som har betydelse i vården på specialistsjuksköterskeledda hjärtsviktsmottagningar. Metod: En intervjustudie med semistrukturerade frågor har använts. En kvalitativ manifest innehållsanalys användes för att analysera det material som framkom vid intervjuerna. Informanterna valdes ut genom ett strategiskt urval. Resultat: Resultatet visade att en fungerande vårdrelation med sjukvården som representerades av specialistsjuksköterska på hjärtsviktsmottagningen samt information för att klara av sin egenvård var av betydelse för informanterna. En god vårdrelation beskrivs av informanterna i studien att den innehåller kontinuitet, tillit till specialistsjuksköterska, samarbete med vårdpersonal, ett bekräftande bemötande samt tillgänglighet vid behov. Konklusion: Vården på specialistsjuksköterskeledda hjärtsviktsmottagningar är betydelsefull för patienters trygghet. Det förefaller viktigt att få veta vem hjärtsviktspatienterna ska kontakta vid behov av stöd och hjälp för att hantera sin situation. Möjligheten att kontakta specialistsjuksköterska när behovet fanns upplevdes betydelsefull. Information om egenvård uppfattades av informanterna som viktigt och som ett stöd i det dagliga livet.

Distriktssköterskors upplevelser och erfarenheter av patientundervisning till personer med diabetes – utifrån ett personcentrerat förhållningssätt : En kvalitativ studie

Syfte: Syftet med studien var att beskriva distriktssköterskors upplevelser och erfarenheter av patientundervisning till patienter med diabetes samt att identifiera aspekter som kan relateras till ett personcentrerat förhållningssätt. Metod: Deskriptiv design med kvalitativ ansats med semistrukturerade intervjuer användes vid datainsamlingen. Vid urvalet användes strategiskt urval. Nio intervjuer utfördes med distriktssköterskor på sex olika vårdcentraler i Mellansverige. Vid analysen användes kvalitativ innehållsanalys. Resultat: Distriktssköterskorna önskade mer kunskap om invandrares kost- och motionsvanor. Distriktssköterskorna uttryckte att det var roligt och spännande med patientundervisning och att det var viktigt att de var engagerade. Distriktssköterskorna ville arbeta mer i team och de upplevde att de hade för lite tid avsatt för patientundervisning. De ansåg att de arbetade personcentrerat men det var svårare att arbeta personcentrerat vid gruppundervisning än vid enskild undervisning. Slutsats: Distriktssköterskor bör ha god kunskap om kulturella skillnader hos patienter med diabetes. Distriktssköterskorna upplever brist på tid- och resurser och önskar samarbeta mera i team. Det är viktigt med ett personcentrerat förhållningssätt där distriktssköterskorna utgår från den enskilda individen. En distriktssköterska som är engagerad och trivs med sitt arbete kan lättare klara av det ökade trycket och arbetsbelastningen.

Medical students are afraid to include abortion in their future practices : in-depth interviews in Maharastra, India

BACKGROUND: Unsafe abortions are estimated to cause eight per-cent of maternal mortality in India. Lack of providers, especially in rural areas, is one reason unsafe abortions take place despite decades of legal abortion. Education and training in reproductive health services has been shown to influence attitudes and increase chances that medical students will provide abortion care services in their future practice. To further explore previous findings about poor attitudes toward abortion among medical students in Maharastra, India, we conducted in-depth interviews with medical students in their final year of education. METHOD: We used a qualitative design conducting in-depth interviews with twenty-three medical students in Maharastra applying a topic guide. Data was organized using thematic analysis with an inductive approach. RESULTS: The participants described a fear to provide abortion in their future practice. They lacked understanding of the law and confused the legal regulation of abortion with the law governing gender biased sex selection, and concluded that abortion is illegal in Maharastra. The interviewed medical students' attitudes were supported by their experiences and perceptions from the clinical setting as well as traditions and norms in society. Medical abortion using mifepristone and misoprostol was believed to be unsafe and prohibited in Maharastra. The students perceived that nurse-midwives were knowledgeable in Sexual and Reproductive Health and many found that they could be trained to perform abortions in the future. CONCLUSIONS: To increase chances that medical students in Maharastra will perform abortion care services in their future practice, it is important to strengthen their confidence and knowledge through improved medical education including value clarification and clinical training.