scholarly journals Personalized Data Analysis Approach for Assessing Necessary Hospital Bed-Days Built on Condition Space and Hierarchical Predictor

2021 ◽  
Vol 5 (3) ◽  
pp. 37
Author(s):  
Nataliia Melnykova ◽  
Nataliya Shakhovska ◽  
Volodymyr Melnykov ◽  
Kateryna Melnykova ◽  
Khrystyna Lishchuk-Yakymovych

The paper describes the medical data personalization problem by determining the individual characteristics needed to predict the number of days a patient spends in a hospital. The mathematical problem of patient information analysis is formalized, which will help identify critical personal characteristics based on conditioned space analysis. The condition space is given in cube form as a reflection of the functional relationship of the general parameters to the studied object. The dataset consists of 51 instances, and ten parameters are processed using different clustering and regression models. Days in hospital is the target variable. A condition space cube is formed based on clustering analysis and features selection. In this manner, a hierarchical predictor based on clustering and an ensemble of weak regressors is built. The quality of the developed hierarchical predictor for Root Mean Squared Error metric is 1.47 times better than the best weak predictor (perceptron with 12 units in a single hidden layer).

EAD em FOCO ◽  
2016 ◽  
Vol 6 (2) ◽  
Author(s):  
Raquel Maia Bokums ◽  
Jusselma Ferreira Maia

O conhecimento das características individuais tem grande importância no processo de ensino. Dentre essas características, a personalidade dos professores que trabalham com a Educação a Distância (EaD) é um fator que pode interferir na qualidade desse processo. Os objetivos do estudo foram analisar os traços de personalidade dos professores atuantes na Educação a Distância; verificar a relação das tarefas e funções exigidas com as características individuais e verificar como os professores se veem quanto à sua personalidade e a sua relação no desempenho das diferentes tarefas pedagógicas nos ambientes virtuais. Seis professores responderam a dois questionários: o primeiro para definir o seu traço de personalidade; o segundo, para verificar a relação da personalidade com as tarefas pedagógicas interativas. Os resultados indicaram que os professores extrovertidos optaram por tarefas com maiores demandas sociais e professores introvertidos apresentaram maiores pontuações em tarefas com demandas cognitivas. Além disso, a maioria dos professores acredita que suas características individuais podem interferir no desempenho de suas atividades. Apesar das poucas diferenças significativas, pode-se concluir que o trabalho numa equipe de Educação a Distância pode ser melhorado por meio do conhecimento dos traços de personalidade de cada professor, com tarefas sendo realizadas de acordo com suas características.Palavras-chave: Extroversão, Introversão, Personalidade, Educação a Distância. The Relation of Interactive Educational tasks with the Personality Traits of Teachers Working with Distance EducationAbstract The knowledge of individual characteristics is very important in the teaching process. Among these characteristics, the personality of teachers working with Distance Education (DE) is a factor that can affect the quality of this process. The purposes of this study were to analyze the personality traits of teachers working with Distance Education; verify the relation of tasks and functions required by this education model with the individual characteristics and examine how teachers see themselves as your personality and your relationship in the performance of different educational tasks in virtual environments. Six teachers answered two questionnaires: the first to check the personality trait; the second, to verify the relationship of personality to the interactive educational tasks. The results indicated that extrovert teachers chose jobs with greater social demands, and introvert teachers had higher scores on tasks with cognitive demands. Moreover, most teachers believe that their individual characteristics may interfere with the performance of theirs activities. Despite the few significant differences, it can be concluded that the work in a Distance Education team can be improved through knowledge of the personality traits of each teacher, with tasks being performing according to their main features.Keywords: Extroversion, Introversion, Personality, Distance Education.  


2019 ◽  
Vol 5 (4) ◽  
pp. 41
Author(s):  
Ya.B. Kraynik ◽  
V.V. Mulyk ◽  
D.A. Okun

<p><strong>Purpose.</strong> To determine the relationship between individual motor exercises and the quality of the technical and tactical actions of young football players of 13-14 years of different playing roles.</p><p><strong>Materials and methods: </strong>the study was conducted during a football competition. The study involved 11 football players 13-14 years old. Physical actions were analyzed during 10 games of the Kharkov football championship. The individual characteristics of young athletes in terms of diagnostics are analyzed, a statistical analysis of the degree of influence of various parameters of movements was carried out and relationship of indicators was carried out.</p><p><strong>Results. </strong>Our correlation analysis results allow us to take into account the influence of the use of individual exercises on the performance of technical and tactical actions of young football players of 13-14 years of different playing roles when building the training process.</p><p><strong>Conclusions. </strong>The conducted correlation analysis of the indicators of special motor actions and the technical and tactical indicators of young football players of 13-14 years of different playing roles determined that in the wing back defenders there is a more relationship between jerks at 15-20 m and dribbling; central defenders have established average correlation between the amount of jerking at 15-20m and the quality of performing short, medium and long ball passes; in wing back midfielders, the implementation of the number of jerks by 15-20 m affects all we study motor actions; in central midfielders the performance of the number of jerks affects the performance of short, medium and long passes; for forwards, a more correlation between technical and tactical actions is established between the number of types of running movements and tackles, including head games.</p><p>Further research will be aimed at developing complexes of exercises of special physical preparation, taking into account the influence on the performance of technical and tactical actions of young players 13-14 years of different playing roles.</p>


Author(s):  
Audrius Dėdelė ◽  
Auksė Miškinytė

Sustainable mobility is becoming a key factor in improving the quality of life of the residents and increasing physical activity (PA) levels. The current situation of sustainable mobility and its analysis is a first step in understanding the factors that would encourage residents to discover and choose alternative modes of travel. The present study examined the factors that encourage the choice of active modes of travel among urban adult population. Walking and cycling were analyzed as the most sustainable forms of urban mobility from the perspective of car and public transport (PT) users. Total of 902 subjects aged 18 years or older were analyzed in the study to assess commuting habits in Kaunas city, Lithuania. The majority (61.1%) of the respondents used a passenger vehicle, 28.2% used PT, and only 13.5% used active modes of travel. The results showed that safer pedestrian crossings, and comfortable paths were the most significant factors that encourage walking. A wider cycling network, and bicycle safety were the most important incentives for the promotion of cycling. Our findings show that the main factors encouraging walking and cycling among car and PT users are similar, however, the individual characteristics that determine the choice of these factors vary significantly.


2021 ◽  
pp. 159101992110150
Author(s):  
Robin J Borchert ◽  
Davide Simonato ◽  
Charlotte R Hickman ◽  
Maurizio Fuschi ◽  
Lucie Thibault ◽  
...  

The use of antiplatelets is widespread in clinical practice. However, for neurointerventional procedures, protocols for antiplatelet use are scarce and practice varies between individuals and institutions. This is further complicated by the quantity of antiplatelet agents which differ in route of administration, dosage, onset of action, efficacy and ischemic and hemorrhagic complications. Clarifying the individual characteristics for each antiplatelet agent, and their associated risks, will increasingly become relevant as the practice of mechanical thrombectomy, stenting, coiling and flow diversion procedures grows. The aim of this review is to summarize the existing literature for the use of P2Y12 inhibitors in neurointerventional procedures, examine the quality of the evidence, and highlight areas in need of further research.


2021 ◽  
Vol 5 (3) ◽  
pp. 42-46
Author(s):  
Luiz Eduardo Toledo Avelar

The mandible is the most important bone structure of the facial makeup. Its morphology differs with respect to genetic factors, sexual dimorphism, and age. Among its particular characteristics is the ability to adapt with its counterpart, the base of the skull, conferring a dynamic quality of this bone, by the mechanism of constant remodeling. In order to understand the involvement of the mandible in the evaluation of the lower third of the face, a fractional analysis of its parts is necessary considering morphological parameters of the mandibular angle. The purpose of this study is to demonstrate the importance of the mandible as an instrument in the analysis of the lower third of the face, allowing the accomplishment of aesthetic treatment, respecting the individual characteristics.


Author(s):  
Л.Д. Александрова ◽  
Р.А. Богачева ◽  
Т.А. Чекалина ◽  
М.В. Максимова ◽  
В.И. Тимонина

Изучение возможностей мозга для повышения качества обучения находится в центре внимания педагогической науки уже много лет. Развитие цифровизации позволило использовать в исследованиях специальное оборудование, с помощью которого можно оценивать и контролировать работу мозга, развивать умственные способности, познавательные функции и т. п. Нейротехнологии стали эффективным средством, позволяющим трансформировать образовательный процесс за счет подбора специального учебного контента с учетом индивидуальных особенностей обучающихся. Вместе с тем возникает необходимость в конкретизации терминологии и определении актуальных направлений исследований в данной области. For a long time, the study of the brain capabilities for the improvement of the quality of education has been an urgent direction in pedagogical science. Due to the development of digitalization, new areas of research have emerged related to the use of special equipment that makes it possible to assess and control brainwork, develop mental abilities, cognitive functions, etc. One of them is neurotechnology, which is an effective means of transforming the educational process: it offers educational content based on the individual characteristics of students. Thus, a need to concretize the terminology and determine the current research areas arises. The article aims to attempt to fill this gap with the help of a representative analysis of publications on neurotechnologies, as well as the essence of neuroeducation.


2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Carolin Siepmann ◽  
Lisa Carola Holthoff ◽  
Pascal Kowalczuk

Purpose As luxury goods are losing their importance for demonstrating status, wealth or power to others, individuals are searching for alternative status symbols. Recently, individuals have increasingly used conspicuous consumption and displays of experiences on social media to obtain affirmation. This study aims to analyze the effects of luxury and nonluxury experiences, as well as traditional luxury goods on status- and nonstatus-related dimensions. Design/methodology/approach After presenting the theoretical foundation, the authors conduct a study with 599 participants to compare status perceptions elicited by the conspicuous consumption of luxury goods, luxury experiences and nonluxury experiences. The authors investigate whether experiences that are visibly consumed on Instagram are replacing traditional luxury goods as the most important status symbols. Furthermore, the authors examine the effects of the content shown on nonstatus-related dimensions and analyze whether status perceptions differ between female and male social media communicators. Finally, the authors analyze how personal characteristics (self-esteem, self-actualization and materialism) influence the status perceptions of others on social media. Findings The results show that luxury goods are still the most important means of displaying status. However, especially for women, luxury experiences are also associated with a high level of social status. Thus, the results imply important gender differences in the perceptions of status- and nonstatus-related dimensions. Furthermore, the findings indicate that, in particular, the individual characteristics of self-actualization and materialism affect status perceptions depending on the posted content. Originality/value While the research has already considered some alternative forms of conspicuous consumption, little attention has been given to experiences as status symbols. However, with their growing importance as substitutes for luxury goods and the rise of social media, the desire to conspicuously consume experiences is increasing. The authors address this gap in the literature by focusing on the conspicuous display of luxury and nonluxury experiences on social media.


2016 ◽  
pp. 89
Author(s):  
Isabelle Giroux ◽  
Francine Ferland ◽  
Cathy Savard ◽  
Christian Jacques ◽  
Priscilla Brochu ◽  
...  

Gambling habits of people aged 55 years and over without gambling problems are rarely being investigated. In order to document life events and to identify the impacts of gambling on quality of life, 19 participants aged 55 to 74 years without gambling problems, male and female, were assembled in three focus groups. Qualitative content analysis of the groups reveals changes in gambling habits associated with transition to retirement and occurrence of health problems. The content analysis further reveals a variety of positive and negative consequences of gambling habits on finances, hobbies, social relationships, and psychological health. Although the focus groups did not target the structural or environmental characteristics of gambling that influence participants' gambling habits, those themes were brought up spontaneously. Results highlight the necessity to study life events from a larger perspective including, for example, protective and risk factors, in order to better understand the life contexts and the individual characteristics that may lead to an alteration or not of gambling habits.


2020 ◽  
Vol 4 (4) ◽  
pp. 178-183
Author(s):  
M. Scavone ◽  
C. Gizzi ◽  
E. Albi

AbstractEndometriosis is a common condition that affects reproductive-aged women and is characterized by the presence of endo-metrial tissue outside the uterine cavity with nodules and lesions. The study aimed to analyze lifestyles of women affected by endometriosis in relation with their symptoms. In this observational study, 735 Italian women have been interviewed online through a questionnaire structured in two parts. The first part was mainly anamnestic, focused on gathering information about the age, the stage of disease, comorbidities, involved organs, symptomatology, chirurgical treatment, induced menopause. The second part focused on the individual characteristics and lifestyle of the patients such as the body mass index, physical activity, quality of sleep, and the diet. The results showed how a healthy diet and a regular physical activity reduce drastically the symptoms of the patients.


2020 ◽  
Vol 20 (3) ◽  
pp. 996
Author(s):  
Ernawati Ernawati ◽  
Bettywati E Tumanggor

Nursing services have a big role to play in improving and determining the quality of health care. caring is an important component in nursing and is at the core of nursing practice because it contains humanistic values, respects human freedom of choice, emphasizes on improving ability and self-reliance, increasing knowledge and respecting every human being. Nurses who have value and caring spirit will have work behaviors that are in accordance with the principles of ethics due to the care of nurses who view clients as humanistic beings so motivated to provide high quality nursing services. This study is a quantitative study with a design description of correlation with a cross sectional approach to view the relationship of individual characteristics and caring behavior of nurses as independent variables and patient satisfaction as variable dependent. The goal is to know the relationship of individual characteristics and behavior of caring nurses with the satisfaction of inpatients of Abdul Manap Jambi Hospital. Samples of patients treated in the first and VIP inpatient rooms, how to take samples by accidental sampling. Data processing with chi-square analysis. Based on the results of the study the characteristics of individuals are mostly: male gender respondents (56.7%), low education (83.3%), age over 46 years (56.7%), and work (61.7%). Caring behavior of nurses is mostly well behaved (73.3%) and 70% of patients are satisfied with the services provided in the inpatient room of RsUD Abdul Manap Kota Jambi. The results of bivariate analysis there is no relationship of individual characteristics with the satisfaction of inpatients and there is a relationship of caring behavior of nurses with the satisfaction of inpatients in Abdul Manap Hospital Jambi City (p value 0.018). The results of the study are expected to improve the quality of nursing services, especially in providing nursing care by taking into account caring aspects to improve the satisfaction of inpatients. For nurses in the inpatient room consistently and further improve caring application in providing nursing care to patients especially in the fulfillment of basic needs and health education in the inpatient room.


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