scholarly journals COVID-19 forecasting with deep learning: a distressing survey

Author(s):  
Luis Gutierrez ◽  
Rodrigo de Medrano ◽  
Jose L. Aznarte

<div>This document pretends to provide an overview about the lights and shadows on the latest trends in this specific area.</div><div>Unlike previously released literature reviews, that are providing a wide overview about any type of AI techniques applied to overall aspects of the pandemics, this document will focus specifically on the use of DL techniques applied to COVID-19 time series forecasting. The production in this field within the last months has become quite large.</div><div>After setting a group of quality criteria, related to problem definition, dataset manipulation, model identification and evaluation, 96 papers has been screened.</div><div>Most of the analysed papers did not meet the common quality standards of scientific work: none of them positively scored in all of the criteria, while only about one third scored positively in at least half of the defined criteria. The emergency character of this scientific production led to getting away from some of the basic requirements for quality scientific work.</div>

2021 ◽  
Author(s):  
Luis Gutierrez ◽  
Rodrigo de Medrano ◽  
Jose L. Aznarte

<div>This document pretends to provide an overview about the lights and shadows on the latest trends in this specific area.</div><div>Unlike previously released literature reviews, that are providing a wide overview about any type of AI techniques applied to overall aspects of the pandemics, this document will focus specifically on the use of DL techniques applied to COVID-19 time series forecasting. The production in this field within the last months has become quite large.</div><div>After setting a group of quality criteria, related to problem definition, dataset manipulation, model identification and evaluation, 96 papers has been screened.</div><div>Most of the analysed papers did not meet the common quality standards of scientific work: none of them positively scored in all of the criteria, while only about one third scored positively in at least half of the defined criteria. The emergency character of this scientific production led to getting away from some of the basic requirements for quality scientific work.</div>


1985 ◽  
Vol 17 (6-7) ◽  
pp. 1187-1198 ◽  
Author(s):  
G. Mance ◽  
A. R. O'Donnell

This paper discusses the derivation of environmental quality standards for coastal waters and the difficulties of using such standards for controlling industrial discharges. Attention is focused on the common List II substances, copper, chromium, lead, nickel, zinc and arsenic - and their effects on marine life. The adequacy of existing toxicity data is discussed and it is concluded that long exposure tests are required to provide information on sublethal effects. Such data are currently limited. It is also important that consideration be given to the effects that reducing salinities and increasing temperatures have in increasing the toxicity of these substances. The complexity of interpreting the results of laboratory toxicity data to coastal waters is discussed with reference to a study of the impact of an industrial discharge.


Author(s):  
P. M. Skrypnykov ◽  
◽  
T. P. Skrypnikova ◽  
T. A. Khmil ◽  
K. A. Lazareva ◽  
...  

The issue of examination of the quality of direct dental restorations performed within the All-Ukrainian professional competition of interns-dentists “Path to the world of skill’,which is conducted to stimulate interest in knowledge and skills in the application of new technologies and methods of aesthetic restoration at the Department of Postgraduate Education -dentists of the Ukrainian Medical Dental Academy. The importance of competitions in the demonstration of quality standards of the dentist in the restoration technique, formulation, updating and clear definition of quality criteria for restoration, taking into account modern instrumental and material base, is analyzed. The main types of restoration of frontal tooth defects are determined, which are due to sufficient visualization by doctors, the need to be able to choose the color of the material in relation to the color of tooth tissue, form a cavity, make and model restoration material. At each stage of the competition there is a photo registration, which helps the jury to determine the quality of the restoration. The application of the developed criteria creates an opportunity for an objective assessment of restored teeth, as the same results may be perceived quite differently by other specialists. The use of criteria for assessing the quality of work in the preparation of interns for independent practice allows you to analytically understand the main parameters of the appearance of natural tooth tissues, to achieve their self-discovery, motivation to learn, the desire for quality standards.


2010 ◽  
Vol 4 (1) ◽  
pp. 37-40 ◽  
Author(s):  
Jorge Bermudez ◽  
Ellen 't Hoen

Developing and delivering appropriate, affordable, well-adapted medicines for HIV/AIDS remains an urgent challenge: as first-line therapies fail, increasing numbers of people require costly second-line therapy; one-third of ARVs are not available in pediatric formulations; and certain key first- and second-line triple fixed-dose combinations do not exist or sufficient suppliers are lacking. UNITAID aims to help solve these problems through an innovative initiative for the collective management of intellectual property (IP) rights – a patent pool for HIV medicines. The idea behind a patent pool is that patent holders - companies, governments, researchers or universities - voluntarily offer, under certain conditions, the IP related to their inventions to the patent pool. Any company that wants to use the IP to produce or develop medicines can seek a license from the pool against the payment of royalties, and may then produce the medicines for use in developing countries (conditional upon meeting agreed quality standards). The patent pool will be a voluntary mechanism, meaning its success will largely depend on the willingness of pharmaceutical companies to participate and commit their IP to the pool. Generic producers must also be willing to cooperate. The pool has the potential to provide benefits to all.


2018 ◽  
Vol 930 ◽  
pp. 32-36
Author(s):  
Igor Silva de Sá ◽  
Creuza Kimito Caceres Kawahara ◽  
Graciele Vieira Barbosa ◽  
Eliane F. de Souza ◽  
Talita Cuenca Pina Moreira Ramos ◽  
...  

Hydrotalcite are anionic clay material presenting LDH arrangement and high porosity and specific areas, which make it a good adsorbent for pollutant species in water. Besides that, that material type can be used as catalyst or catalyst support in several industrial processes. The most common compositions is based on metallic mix hydroxide with high content of magnesium, but their adsorptive properties arise from aluminum replacement in layer structure. The present work presents the synthesis of carbonated magnesium-aluminum hydrotalcite through the precipitation method in order to investigate the co-insertion of iron (III) in aluminum site. It was found the iron (III) co-inserted samples obtained at 100 and 200 oC for 4 hours present no substantial harming in relation to the common magnesium-aluminum composition. All of the samples presented high porosity and specific area, becoming an alternative anionic adsorptive.


2012 ◽  
Vol 36 (4) ◽  
Author(s):  
Ina Vogl ◽  
Sebastian H. Eck ◽  
Anna Benet-Pagès ◽  
Philipp A. Greif ◽  
Kaimo Hirv ◽  
...  

AbstractOver the past 6 years, next generation sequencing (NGS) has been established as a valuable high-throughput method for research in molecular genetics and has successfully been employed in the identification of rare and common genetic variations. All major NGS technology companies providing commercially available instruments (Roche 454, Illumina, Life Technologies) have recently marketed bench top sequencing instruments with lower throughput and shorter run times, thereby broadening the applications of NGS and opening the technology to the potential use for clinical diagnostics. Although the high expectations regarding the discovery of new diagnostic targets and an overall reduction of cost have been achieved, technological challenges in instrument handling, robustness of the chemistry and data analysis need to be overcome. To facilitate the implementation of NGS as a routine method in molecular diagnostics, consistent quality standards need to be developed. Here the authors give an overview of the current standards in protocols and workflows and discuss possible approaches to define quality criteria for NGS in molecular genetic diagnostics.


2018 ◽  
Vol 33 (4) ◽  
pp. 383-406 ◽  
Author(s):  
Muhammad Ilyas ◽  
Waqas Ahmad ◽  
Hizbullah Khan ◽  
Saeeda Yousaf ◽  
Kifayatullah Khan ◽  
...  

Abstract Context Materials which exceed the balance of their production and destruction lead to the deterioration in the environment. Plastic is one such material which poses a big threat to the environment. A huge amount of plastic is produced and dumped into the environment which does not readily degrade naturally. In this paper, we address the organization of a large body of literature published on the management of waste plastics being the most challenging issue of the modern world. Objectives To address the issue of the management of waste plastics, there is a dire need to organize the literature published in this field. This paper presents a systematic literature review on plastic waste, its fate and biodegradation in the environment. The objective is to make conclusions on possible practical techniques to lessen the effects of plastic waste on the environment. Method A systematic literature review protocol was followed for conducting the present study [Kitchenham B, Brereton OP, Budgen D, Turner M, Bailey J, Linkman S. Systematic literature reviews in software engineering – A systematic literature review. Inf Softw Technol 2009;51(1):7–15.]. A predefined set of book sections, conference proceedings and high-quality journal publications during the years 1999 to September 2017 were used for data collection. Results One hundred and fifty-three primary studies are selected, based on predefined exclusion, inclusion and quality criteria. These studies will help to identify the fate of different waste plastics, their impact and management and the disposal techniques frequently used. The study also identifies a number of significant techniques and measures for the conversion of waste plastic materials into useful products. Conclusion Five fundamental strategies are used for the handling of plastic waste. These strategies include: recycling, depositing in landfill, incineration, microbial degradation and conversion into useful materials. All of these methods have their own limitations, due to which there is need to explore the studies for optimum solutions of the management of plastics waste.


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