scholarly journals Machine Learning for Healthcare

2019 ◽  
Vol 8 (6S2) ◽  
pp. 954-959
Keyword(s):  
Machine Learning ◽  
Social Protection ◽  
Clinical Parameters ◽  
Probabilistic Data ◽  
Complex Information ◽  
The Social

ML gives techniques, frameworks, and devices that can help dealing with demonstrative and prognostic issues in a collection of therapeutic domMLns.MI (ML) thinks about calculations which can gMIn from information to gMLn learning for a fact and to settle on choices and forecasts. Wellbeing Informatics (HI) examines the viable utilization of probabilistic data for basic leadership. The blend of the two can possibly rMIse quality, adequacy and proficiency of treatment and care. ML is being used for the assessment of the hugeness of clinical parameters and their blends for expectation, for instance desire for MIlment development, extraction of therapeutic learning for result investigate, treatment masterminding and support, and for the general patient organization.Wellbeing frameworks worldwide are gone up agMInst with "enormous information" in high measurements, where the incorporation of a human is unthinkable and programmed ML (aML) show amazing outcomes. Be that as it may, in some cases we are gone up agMInst with complex information, "little information", or uncommon occasions, where aMLapproaches endure of inadequate trMLning tests. It is fought that the productive execution of ML techniques can help the blend of PC based systems in the social protection condition offering opportunities to energize and overhaul made by therapeutic authorities and finally to improve the adequacy and nature of remedial thought. Underneath, we layout some genuine ML applications in drug.This paper additionally present medicinal services determination treatment and counteractive action of sickness, MIlment, damage in human.

Innovative approaches to improving the management system in the sphere of social protection of the population

2018 ◽  
pp. 4-14 ◽  
Author(s):  
Yuri Mahortov ◽  
Nataliya Telichko
Keyword(s):  
Management System ◽  
Social Protection ◽  
European Countries ◽  
Effective Mechanism ◽  
Foreign Experience ◽  
State Administration ◽  
The Social ◽  
Innovative Approaches

The system of social’s defence of population is considered as object of state administration. Basic problems in her structure are educed under the prism of foreign experience of the European countries. The ways of reformation and realization of state administrations of the social defense’s system of population in Ukraine and development of effective mechanism of its management are offer.

Disability as a social phenomenon

2020 ◽  
pp. 22-38
Author(s):  
Natalia Guseva ◽  
Vitaliy Berdutin
Keyword(s):  
Social Protection ◽  
Russian Society ◽  
Stage Model ◽  
High Quality ◽  
Rehabilitation Programs ◽  
Current State ◽  
The Social ◽  
Consistent Solution ◽  
First Time

At present, the problem of establishing disability is a point at issue in Russia. Despite the fact that medical criteria for disability are being developed very actively, high-quality methods for assessing social hallmarks are still lacking. Since disability is a phenomenon inherent in any society, each state forms a social and economic policy for people with disabilities in accordance with its level of development, priorities and opportunities. We have proposed a three-stage model, which includes a system for the consistent solution of the main tasks aimed at studying the causes and consequences of the problems encountered today in the social protection of citizens with health problems. The article shows why the existing approaches to the determination of disability and rehabilitation programs do not correspond to the current state of Russian society and why a decrease in the rate of persons recognized as disabled for the first time does not indicate an improvement in the health of the population. The authors proposed a number of measures with a view to correcting the situation according to the results of the study.

Drinking-Water Quality and Intestinal Infectious Diseases in a Colombian Department, 2010-2016

2020 ◽  
pp. 21-29
Author(s):  
Dora Cardona Rivas ◽  
Militza Yulain Cardona Guzmán ◽  
Olga Lucía Ocampo López
Keyword(s):  
Water Quality ◽  
Drinking Water ◽  
Infectious Diseases ◽  
Disease Burden ◽  
Social Protection ◽  
Drinking Water Quality ◽  
World Health ◽  
The Social ◽  
Etiological Agents ◽  
Health Organization

Objective: To characterize the burden of intestinal infectious diseases attributable to drinking-water quality in 27 municipalities in the central region of Colombia. Materials and methods: A time-trend ecological study. The drinking-water quality of the National Institute of Health and the Institute of Hydrology, Meteorology and Environmental Studies was identified. The disease burden was calculated based on the mortality registered in the National Department of Statistics and the records of morbidity attended by the Social Protection Integrated Information System. The etiological agents reported in morbidity records and the observation of environmental conditions in the municipalities of the study were included. The disease burden was determined according to the methodology recommended by the World Health Organization (WHO).

Theoretical and methodological determinants of the Robert von Mol’s concept of the social state

2020 ◽  
Vol 2020 (1) ◽  
pp. 37-45
Author(s):  
Svetlana Pirozhok
Keyword(s):  
19Th Century ◽  
Rule Of Law ◽  
Social Protection ◽  
The State ◽  
Scientific Article ◽  
Social State ◽  
The Rule Of Law ◽  
Legal Thought ◽  
The Social ◽  
The 19Th Century

The relevance of determining the theoretical and methodological determinants of the Robert von Moll’s concept of the social state is due to the need to determine the patterns of evolution of ideas about the state and law, as well as the need to assess the ability to use the potential of the Robert von Moll’s theoretical and legal heritage, his predecessors and contemporaries to identify the optimal model of the social state. Modern Russia attempts to build such state. The proclamation and consolidation of Russia as a social state governed by the rule of law at the constitutional level requires attention both to the experiments carried out in social and legal development, and to the practices of social reform, and also to those ideas that have not yet been embodied. The ideas of European scholars regarding the evolution of the state-legal organization of society in the early modern period, based on which Robert von Mohl (1799–1875) developed original concepts of a social state and a state governed by the rule of law are discussed in the article. An analysis of the state of European political and legal thought and identification of the factors that have a significant impact on the development of Robert von Mohl’s doctrine of a social state governed by the rule of law are the purposes of the scientific article. The methodological basis of the study was the dialectical-materialistic, general scientific (historical, systemic) and special (historical-legal, comparativelegal) methods of legal research. The method of reconstruction and interpretation of legal ideas had great importance. As a result of the study, it was concluded that in the first half of the 19th century in European political and legal thought various approaches was formed to consider the problems of social protection and how to resolve them. The development trend of European political science became the transition from ideas and principles formed in the conditions of police states and enlightened absolutism to the ideas of a state governed by the rule of law (constitutional) that protects the rights and freedoms of a citizen. At the same time, it was a question of the rights and freedoms of only a part of the population: the proletariat growing in number and significance was not always evaluated as an independent social stratum. The axiological principles of state justification have also changed. Rights and utility principle became dominant principles. In the first half of the 19th century the social issue as an independent scientific problem of the European political and legal thought was not posed and not systematically developed. Questions about the social essence of the state, the specifics of the implementation of the state social function, the features of public administration in the new stage of socio-economic development of society predetermined the emergence of the idea of a social state. This idea was comprehensively characterized in the Robert von Mohl’s works. He went down in the history of political and legal thought as founder of the concepts of social and governed by the rule of law state.

The Truncated German Social Investment Turn

2017 ◽  
Author(s):  
Martin Seeleib-Kaiser
Keyword(s):  
Welfare State ◽  
Social Protection ◽  
Family Policy ◽  
First Century ◽  
Social Investment ◽  
Political Determinants ◽  
The Social ◽  
State Regime ◽  
Policy Transformations ◽  
Veto Points

Traditionally Germany has been categorized as the archetypical conservative welfare state, a categorization not systematically questioned in much of the comparative welfare state regime literature. For many scholars Germany was largely stuck and unable to reform its coordinated market economy and welfare state arrangements at the turn of the twenty-first century, due to a large number of veto points and players and the dominance of two ‘welfare state parties’. More recent research has highlighted a widening and deepening of the historically institutionalized social protection dualism, whilst at the same time significant family policy transformations, which can be considered as partially in line with the social investment paradigm, have been emphasized. This chapter sets out to sketch the main policy developments and aims to identify political determinants of social policy change in Germany.

Between entrepreneurs and workers: Cleavages and compromises in rationales and policy solutions regarding ‘dependent contractors’

2021 ◽  
pp. 0143831X2110303
Author(s):  
Louis Florin ◽  
François Pichault
Keyword(s):  
Social Protection ◽  
Policy Framework ◽  
Policy Documents ◽  
The Social ◽  
Political Narratives ◽  
Social Partners ◽  
Narrative Policy Framework ◽  
Policy Solutions ◽  
The Eu ◽  
Labour Regulation

The emergence of dependent contractors challenges the existing institutions regarding social protection and labour regulation. This article aims at identifying the political narratives that explain the emergence of New Forms of Employment (NFE) and dependent contracting along with the policy solutions proposed by the social partners at the EU and international level. By analysing policy documents from the social partners through the lens of a qualitative version of the Narrative Policy Framework (NPF), the authors indentify two distinct narratives – ‘devaluation of work’ and ‘entrepreneurship and flexibility’. The authors show how these rationales lead to various policy solutions and identify oppositions and possible compromise.

Machine learning combining CT findings and clinical parameters improves prediction of length of stay and ICU admission in torso trauma

2021 ◽  
Author(s):  
Pedro Vinícius Staziaki ◽  
Di Wu ◽  
Jesse C. Rayan ◽  
Irene Dixe de Oliveira Santo ◽  
Feng Nan ◽  
...  
Keyword(s):  
Machine Learning ◽  
Length Of Stay ◽  
Clinical Parameters ◽  
Icu Admission ◽  
Ct Findings ◽  
Torso Trauma

scholarly journals Predicting the Appearance of Hypotension During Hemodialysis Sessions Using Machine Learning Classifiers

2021 ◽  
Vol 18 (5) ◽  
pp. 2364
Author(s):  
Juan A. Gómez-Pulido ◽  
José M. Gómez-Pulido ◽  
Diego Rodríguez-Puyol ◽  
María-Luz Polo-Luque ◽  
Miguel Vargas-Lombardo
Keyword(s):  
Machine Learning ◽  
Predictive Models ◽  
Chronic Renal Disease ◽  
Clinical Information ◽  
Healthcare Personnel ◽  
Dialysis Session ◽  
Clinical Parameters ◽  
Machine Learning Classifiers ◽  
Learning Classifiers ◽  
Gender And Age

A patient suffering from advanced chronic renal disease undergoes several dialysis sessions on different dates. Several clinical parameters are monitored during the different hours of any of these sessions. These parameters, together with the information provided by other parameters of analytical nature, can be very useful to determine the probability that a patient may suffer from hypotension during the session, which should be specially watched since it represents a proven factor of possible mortality. However, the analytical information is not always available to the healthcare personnel, or it is far in time, so the clinical parameters monitored during the session become key to the prevention of hypotension. This article presents an investigation to predict the appearance of hypotension during a dialysis session, using predictive models trained from a large dialysis database, which contains the clinical information of 98,015 sessions corresponding to 758 patients. The prediction model takes into account up to 22 clinical parameters measured five times during the session, as well as the gender and age of the patient. This model was trained by means of machine learning classifiers, providing a success in the prediction higher than 80%.

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