scholarly journals AI Model for Predicting Legal Judgments to Improve Accuracy and Explainability of Online Privacy Invasion Cases

2021 ◽  
Vol 11 (23) ◽  
pp. 11080
Author(s):  
Minjung Park ◽  
Sangmi Chai
Keyword(s):  
Text Analysis ◽  
Technological Development ◽  
Online Privacy ◽  
Study Objective ◽  
Societal Factors ◽  
Network Text Analysis ◽  
Improve Accuracy ◽  
Legal Judgments ◽  
The Relationship ◽  
High Possibility

Since there are growing concerns regarding online privacy, firms may have the risk of being involved in various privacy infringement cases resulting in legal causations. If firms are aware of consequences from possible cases of invasion of online privacy, they can more actively prevent future online privacy infringements. Thus, this study attempts to predict the probability of judgment types caused by various invasions within US judicial cases that are related to online privacy invasions. Since legal judgment results are significantly influenced by societal factors and technological development, this study tries to identify a model that can accurately predict legal judgment with explainability. To archive the study objective, it compares the prediction performance by applying five types of classification algorithms (LDA, NNET, CART, SVM, and random forest) of machine learning. We also examined the relationship between privacy infringement factors and adjudications by applying network text analysis. The results indicate that firms could have a high possibility of both civil and criminal law responsibilities if they distributed malware or spyware, intentionally or non-intentionally, to collect unauthorized data. It addresses the needs of reflecting both quantitative and qualitative approach for establishing automatic legal systems for improving its accuracy based on the socio-technical perspective.

Cooperation between universities and SMEs: A systematic literature review

2021 ◽  
pp. 095042222199511
Author(s):  
Rosivalda Pereira ◽  
Mário Franco
Keyword(s):  
Literature Review ◽  
Systematic Literature Review ◽  
Growth Stage ◽  
Innovation System ◽  
Objective Data ◽  
Main Difficulty ◽  
Study Objective ◽  
Cooperative Relationships ◽  
Scopus Database ◽  
The Relationship

This study aims to present the relationship between universities and small and medium-sized enterprises (SMEs) through a systematic literature review. SMEs play an important role in economic development. Similarly, universities are important actors in the innovation system. To fulfil the study objective, data were collected from the Scopus database. The bibliometric results found, using bibliometrix software, reveal that this topic first appeared in the literature in 1995 and entered a growth stage in 2014. Systematically, studies have focused mostly on European countries and the emphasis in cooperation is on knowledge transfer. In addition, the results show that SMEs form cooperative relationships with universities in search of competitive results. However, the main difficulty with regard to the establishment of such relationships is a lack of knowledge in SMEs about university programmes that can support them and about how to access such programmes. Therefore, it is suggested that universities should establish more effective communication channels in order to reach this type of firm.

Feelings of Guilt and Fantasies in Life Experiences of Brazilian Parents Due to Death of their Newborn: A Clinical-qualitative Study Conducted at a University Hospital

2017 ◽  
Vol 41 (S1) ◽  
pp. S616-S616
Author(s):  
L. Rodrigues ◽  
J.V. Freitas-de-Jesus ◽  
G. Lavorato-Neto ◽  
D.D. Lima ◽  
E.R. Turato ◽  
...  
Keyword(s):  
Neonatal Intensive Care ◽  
Life Experiences ◽  
Technological Development ◽  
Emotional Experience ◽  
University Hospital ◽  
Parents And Children ◽  
Cultural Pattern ◽  
Competing Interest ◽  
The Moment ◽  
The Relationship

IntroductionThe relationship between parents and children is a complex link. In the process of pregnancy-birth-puerperium, frequent feelings such as responsibility, love, fear, uncertainty, generate strong expectations at birth. The death of a newborn may not be perceived as natural by the parents, considering the local culture and the context of great technological development of neonatology.ObjectiveTo explore possible guilt and fantasies in life experiences of parents during mourning process due to death of their newborn.MethodClinical-qualitative design, a particularization of qualitative methods here applied in clinical assistance settings with highlight to psychological aspects. Data collection with the technique of semi-directed interview with open-ended questions, in-depth. Sample intentionally constructed, with closure by theoretical saturation of information. The participants were 7 parents, mourning by the death of their child at the neonatal intensive care unit, in a university hospital of Campinas, São Paulo State.ResultsFeelings of guilt - conscious or not - lead to an internal and particular movement so that mourning can be lived. The participants showed certain embarrassment, accompanied by natural suffering facing to the cultural pattern that permeates the emotional experience. It predicts types of psychological meanings that the experience will give to the person.ConclusionHealth professionals working with bereaved parents should consider more deeply the moment these one experienced, with emphasis on the details of the death scenery, beside the problems of illness and death properly so called.Disclosure of interestThe authors have not supplied their declaration of competing interest.

On the Very Idea of Civilisation

2021 ◽  
Vol 31 (2) ◽  
pp. 307-321
Author(s):  
Luke O’Sullivan ◽  
Keyword(s):  
Technological Development ◽  
Thomas Hobbes ◽  
Alternative Definition ◽  
Starting Point ◽  
Western Imperialism ◽  
Clash Of Civilisations ◽  
Definition Of ◽  
Contemporary Liberalism ◽  
Relationship Of ◽  
The Relationship

The concept of civilisation is a controversial one because it is unavoidably normative in its implications. Its historical associations with the effort of Western imperialism to impose substantive conditions of life have made it difficult for contemporary liberalism to find a definition of “civilization” that can be reconciled with progressive discourse that seeks to avoid exclusions of various kinds. But because we lack a way of identifying what is peculiar to the relationship of civilisation that avoids the problem of domination, it has tended to be conflated with other ideas. Taking Samuel Huntington's idea of a “Clash of Civilisations” as a starting point, this article argues that we suffer from a widespread confusion of civilisation with “culture,” and that we also confuse it with other ideas including modernity and technological development. Drawing on Thomas Hobbes, the essay proposes an alternative definition of civilisation as the existence of limits on how we may treat others.

Abstract P238: Importance of Self-Efficacy in the Patient-Reported Physical Function of Patients With Stroke

Stroke ◽  
2021 ◽  
Vol 52 (Suppl_1) ◽  
Author(s):  
Irene L Katzan ◽  
Dolora R Wisco ◽  
Brittany Lapin
Keyword(s):  
Physical Function ◽  
Indirect Effect ◽  
Self Efficacy ◽  
Total Effect ◽  
Pain Interference ◽  
Study Cohort ◽  
Stressful Situation ◽  
Study Objective ◽  
Patient Reported ◽  
The Relationship

Background: Self-efficacy is the belief that one is able to respond to demands of a stressful situation and it has both direct and indirect effects on health. The study objective is to investigate the amount of variance in patient-reported physical function (PF) that is explained by self-efficacy compared to clinician-reported disability and other patient-reported domains of health, and evaluate whether self-efficacy mediates the relationship between PF and other domains of health. Methods: Observational cohort study of 248 patients who were seen in a cerebrovascular clinic 3/18/20 - 7/7/20 and completed the following patient-reported outcome measures (PROMs) as part of the routine office visit: PROMIS PF, general self-efficacy, fatigue, and pain interference. Linear regression models were constructed to determine the amount of variance (adjusted R 2 ) in PROMIS PF score explained by the modified Rankin Scale (mRS) and additional PROM scores. The mRS and individual PROMs were added separately to a base model adjusted for demographic characteristics. Mediation analysis was conducted to determine the extent to which self-efficacy mediated the relationship between PF and other PROMs. Results: Mean age of study cohort was 61.5 (SD=13.5) years and 48.4% were female. The base model explained 4.5% of the variance of PF. Adding PROMIS fatigue resulted in the largest increase in the proportion of variance explained (adj R 2 = 47.7%), followed by PROMIS self-efficacy (40.7%), PROMIS pain interference (38.7%), and mRS (26.6%). Self-efficacy significantly mediated the relationship between fatigue and PF (standardized indirect effect: 0.11 (bias-corrected 95% CI: 0.05-0.18), 20.9% of total effect) and pain interference and PF (standardized indirect effect 0.10 (95% CI: 0.06-0.17), 27.1% of total effect). Conclusion: PROMIS self-efficacy explains more variance in stroke patients’ perceived physical function than their disability. This suggests that interventions to improve self-efficacy could have a significant effect on patient’s perceived health. Patients’ fatigue, despite being partially mediated by self-efficacy, was a large contributor to self-reported PF and should be included as part of an evaluation of patient’s physical health.

scholarly journals Knowledge Graphs and Network Text Analysis

2003 ◽  
Vol 42 (1) ◽  
pp. 91-106 ◽  
Author(s):  
Roel Popping
Keyword(s):  
Present State ◽  
Text Analysis ◽  
Scientific Theory ◽  
Semantic Network ◽  
Labour Markets ◽  
Knowledge Graph ◽  
Causal Relations ◽  
Network Text Analysis ◽  
Knowledge Graphs

A knowledge graph is a kind of semantic network representing some scientific theory. The article describes the present state of this field and addresses a number of problems that have not yet been solved. These problems are implicit relations, strength of (causal) relations, and exclusiveness. Concepts might be too broad or complex to be used properly, so directions for solving these problems are explored. The solutions are applied to a knowledge graph in the field of labour markets.

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