COVID-19 Data Analysis and Innovative Approach in Prediction of Cases

Author(s):  
Abhijeet Kushwaha ◽  
Pallavi Vijay Chavan ◽  
Vivek Kumar Singh
Author(s):  
Nicole Brown

Over the last two decades qualitative research has seen significant shifts towards the narrative, reflexive and creative. And yet, analytical frameworks do not seem to have stayed abreast of these developments. Using research into the construction of identity under the influence of fibromyalgia as an example, this paper seeks to exemplify a reflexive approach to data analysis that accounts for the researcher’s positionality as well as the increasingly untraditional, unconventional data stemming from creative data collection methods. The paper provides insight into data analysis and reflexivity and offers two practical examples of reflexive data analysis—an illustrated poem and an installation. After an outline of the processes and practical steps involved in the creation of these analytical outcomes, the paper concludes with thoughts relating to challenges, potential areas of application and a look to the future of this innovative approach to data analysis. In this approach, data analysis is in itself a form of knowledge generation through the process of assemblage and “listening to gut feelings.” This approach may be seen as unscientific, but given its advantages in relation to new insights, dissemination and communication of ideas, this approach is more fruitful than detrimental to developing qualitative research further.


2017 ◽  
Vol 10 (2) ◽  
pp. 111-121
Author(s):  
Ivo FORMÁNEK ◽  
Vladimír KRAJČÍK

University of Entrepreneurship and Law in Czech Republic has long time been dedicated to the research which relate to the identification of creative and innovative companies. These companies are characterized by a creative and innovative approach to their own companies and their products. The paper presents among others authors’ experience which they have come within the research project of “Model of Creative and Innovative Organizations and Its Verification in Conditions of the Moravian-Silesian Region”. An integral part of the research project was also a questionnaire for data collection and an analytical tool for the data analysis. This project was realized in 2014 and it followed up the several earlier research works concerning the identification of creative and also innovative companies in the Moravian-Silesian Region. Currently, the authors have been still improving the methods of identification of creative and innovative companies. The paper submits some of our practical experience.


Author(s):  
P. Ingram

It is well established that unique physiological information can be obtained by rapidly freezing cells in various functional states and analyzing the cell element content and distribution by electron probe x-ray microanalysis. (The other techniques of microanalysis that are amenable to imaging, such as electron energy loss spectroscopy, secondary ion mass spectroscopy, particle induced x-ray emission etc., are not addressed in this tutorial.) However, the usual processes of data acquisition are labor intensive and lengthy, requiring that x-ray counts be collected from individually selected regions of each cell in question and that data analysis be performed subsequent to data collection. A judicious combination of quantitative elemental maps and static raster probes adds not only an additional overall perception of what is occurring during a particular biological manipulation or event, but substantially increases data productivity. Recent advances in microcomputer instrumentation and software have made readily feasible the acquisition and processing of digital quantitative x-ray maps of one to several cells.


2020 ◽  
Vol 5 (1) ◽  
pp. 290-303
Author(s):  
P. Charlie Buckley ◽  
Kimberly A. Murza ◽  
Tami Cassel

Purpose The purpose of this study was to explore the perceptions of special education practitioners (i.e., speech-language pathologists, special educators, para-educators, and other related service providers) on their role as communication partners after participation in the Social Communication and Engagement Triad (Buckley et al., 2015 ) yearlong professional learning program. Method A qualitative approach using interviews and purposeful sampling was used. A total of 22 participants who completed participation in either Year 1 or Year 2 of the program were interviewed. Participants were speech-language pathologists, special educators, para-educators, and other related service providers. Using a grounded theory approach (Glaser & Strauss, 1967 ) to data analysis, open, axial, and selective coding procedures were followed. Results Three themes emerged from the data analysis and included engagement as the goal, role as a communication partner, and importance of collaboration. Conclusions Findings supported the notion that educators see the value of an integrative approach to service delivery, supporting students' social communication and engagement across the school day but also recognizing the challenges they face in making this a reality.


1989 ◽  
Vol 54 (3) ◽  
pp. 403-421 ◽  
Author(s):  
Beth M. Dalton ◽  
Jan L. Bedrosian

The communicative performance of 4 preoperational-level adolescents, using limited speech, gestures, and communication board techniques, was examined in a two-part investigation. In Part 1, each subject participated in an academic interaction with a teacher in a therapy room. Data were transcribed and coded for communication mode, function, and role. Two subjects were found to predominantly use the speech mode, while the remaining 2 predominantly used board and one other mode. The majority of productions consisted of responses to requests, and the initiator role was infrequently occupied. These findings were similar to those reported in previous investigations conducted in classroom settings. In Part 2, another examination of the communicative performance of these subjects was conducted in spontaneous interactions involving speaking and nonspeaking peers in a therapy room. Using the same data analysis procedures, gesture and speech modes predominated for 3 of the subjects in the nonspeaking peer interactions. The remaining subject exhibited minimal interaction. No consistent pattern of mode usage was exhibited across the speaking peer interactions. In the nonspeaking peer interactions, requests predominated. In contrast, a variety of communication functions was exhibited in the speaking peer interactions. Both the initiator and the maintainer roles were occupied in the majority of interactions. Pertinent variables and clinical implications are discussed.


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