Expected passes

Passes are by far football’s (soccer) most frequent event, yet surprisingly little meaningful research has been devoted to quantify them. With the increase in availability of so-called positional data, describing the positioning of players and ball at every moment of the game, our work aims to determine the difficulty of every pass by calculating its success probability based on its surrounding circumstances. As most experts will agree, not all passes are of equal difficulty, however, most traditional metrics count them as such. With our work we can quantify how well players can execute passes, assess their risk profile, and even compute completion probabilities for hypothetical passes by combining physical and machine learning models. Our model uses the first 0.4 seconds of a ball trajectory and the movement vectors of all players to predict the intended target of a pass with an accuracy of $$93.0\%$$ 93.0 % for successful and $$72.0\%$$ 72.0 % for unsuccessful passes much higher than any previously published work. Our extreme gradient boosting model can then quantify the likelihood of a successful pass completion towards the identified target with an area under the curve (AUC) of $$93.4\%$$ 93.4 % . Finally, we discuss several potential applications, like player scouting or evaluating pass decisions.

Merging dualities: How convergence points in art and science can (re)engage women with the STEM field

How can the interweaving of knowledge silos help to engage girls who are becoming disinterested in science? This study describes how convergence points in research practices within the fields of art and science can mitigate gender stereotypes associated with the STEM field. A case study of four women working at the intersection of art and science revealed common aspects of their practices: an appreciation of the natural world, a sense of aesthetics, a drawing practice and a reliance on meaningful research questions, suggesting that these can act as bridges between both fields of study. Keywords: Arts; Education; Art-science; STEM; STEAM; Leaky pipeline; Gender; Motivation; Stereotype threat; Self-efficacy; Transdisciplinarity; Nature; Drawing; Aesthetics. Résumé : Comment l’interrelation des réservoirs de connaissance peut-elle contribuer à motiver les jeunes femmes qui se désintéressent de la science ? Cette étude relate comment les points de convergence des diverses pratiques de recherche dans le domaine des arts et de la science peuvent atténuer les stéréotypes de genre associés à la filière STIM. L’étude du cas de quatre femmes œuvrant au point de convergence de l’art et de la science a mis en évidence les aspects communs de leurs pratiques : l’appréciation du monde naturel, un sens de l’esthétique, une pratique du dessin et l’utilisation de questions de recherche pertinentes, ce qui laisse supposer certains ponts entre ces deux domaines d’étude. Mots-clés : arts, éducation, science et art, STIM, STIAM, tuyau percé, genre, motivation, menace du stéréotype, auto-efficacité, transdisciplinarité, nature, dessin, esthétique.

Best Practices for Building Interprofessional Telehealth: Report of a Conference

The Arizona Biomedical Research Centre (ABRC) has funded a series of workshops and conferences since 2016 to build the capacity of local, tribal, and state agencies, healthcare delivery organizations, and non-governmental organizations to engage in meaningful research related to health disparities. With the COVID-19 pandemic, the use of telehealth has dramatically increased, particularly in nursing, occupational therapy (OT), physical therapy (PT), and speech-language pathology (SLP). The purpose of this paper is to summarize the presentations and discussion from the conference titled “Telerehabilitation and Telepractice: An Interprofessional Conference to Build Connections and Best Practices,” held remotely on March 4-5, 2021. Terminology and concepts from the conference were debated, modified, and refined, based on an interprofessional audience. Presenters at the conference, all leaders in their field, discussed the current status of telehealth in their professions, including best practices, challenges, future trends, and research needs.

Evolution and Emerging Trends in Depression Research From 2004 to 2019: A Literature Visualization Analysis

Depression has become a major threat to human health, and researchers around the world are actively engaged in research on depression. In order to promote closer research, the study of the global depression knowledge map is significant. This study aims to map the knowledge map of depression research and show the current research distribution, hotspots, frontiers, and trends in the field of depression research, providing researchers with worthwhile information and ideas. Based on the Web of Science core collection of depression research from 2004 to 2019, this study systematically analyzed the country, journal, category, author, institution, cited article, and keyword aspects using bibliometric and data visualization methods. A relationship network of depression research was established, highlighting the highly influential countries, journals, categories, authors, institutions, cited articles, and keywords in this research field. The study identifies great research potential in the field of depression, provides scientific guidance for researchers to find potential collaborations through collaboration networks and coexistence networks, and systematically and accurately presents the hotspots, frontiers, and shortcomings of depression research through the knowledge map of global research on depression with the help of information analysis and fusion methods, which provides valuable information for researchers and institutions to determine meaningful research directions.

More Than Just an Academic Exercise

Critical policy analysis (CPA) is a means by which to critique policy and promote agency, equity, and justice. However, most CPA scholars examine political discourse from a distance rather than actively participate in political processes. Meanwhile, there's a growing interest in community-engaged research whereby academics partner with community members in their research endeavors. In this article, we consider the value of conjoining the philosophies and processes behind both CPA and community-engaged research to create more powerful and meaningful research endeavors that potentially can lead to political action and policy change. For this article, we present a subset of data from a larger study that asked education policy scholars how critical policy analysis informs their work and what they consider to be key objectives of this approach. We focus on a subsection of participants who demonstrated how and what ways they consider community-engaged scholarship to be an essential component of CPA.

Gratitude to God: Jonathan Edwards and the Opening of the Self

The study of gratitude has become an increasingly important topic among psychologists to address the nature of human flourishing. Of more recent interest is how gratitude to God specifically functions within an account of human flourishing, with theologians seeking to provide a distinctively Christian account of the nature of gratitude. This article enters into the ongoing conversation by attending to Jonathan Edwards’s (1703-1758) theological anthropology and development of natural and supernatural gratitude. In particular, Edwards’s anthropology includes within it an account of how the self can, and should, enlarge to receive another in love. This “enlargement” is the creaturely mirror of God’s self-giving and is the supernatural response to the creature who has received God’s grace and been infused with divine love. As a supernatural response based on God’s action in the soul, this account of gratitude differs from its natural counterpart. On Edwards’s account, therefore, there is a need to develop studies that differentiate natural and supernatural gratitude. Furthermore, this article ends with a suggestion for a study that could pick up this task based on recent psychological studies that attend to how gratitude affects self-relation. On Edwards’s account of the enlargement of the self, as well as his notion of supernatural gratitude, there is meaningful research to be done on how these can help assess development in the formation of gratitude and human flourishing.

The research on COVID-19 and economy from 2019 to 2020: analysis from the perspective of bibliometrics

Research background: The outbreak and spread of COVID-19 brought disastrous influences to the development of human society, especially the development of economy. Purpose of the article: Considering that knowing about the situations of the existing studies about COVID-19 and economy is not only helpful to understand the research progress and the connections between COVID-19 and economy, but also provides effective suggestions for fighting against COVID-19 and protecting economy, this paper analyzes the existing studies on COVID-19 and economy from the perspective of bibliometrics. Methods: Firstly, the discussion starts from the statistical analysis, in which the basic distributions of the studies on different countries/regions, different publication sources, different publication years, etc., are presented. Then, the paper shows the cooperation situations of the researchers from analyzing the related citation networks, co-citation networks and cooperation networks. Further, the theme analysis of the related studies is presented, in which the related co-occurrence networks are shown, and then the detailed analyses of the studies are introduced. Based on these analyses, the discussions about future research are presented, and finally we draw a conclusion. Findings & value added: The analyses not only present the basic situation on the research about COVID-19 and Economy, but also show the future research trends, which can provide meaningful research expectations.

Exploring the Application of Interpretive Description in Chronic Illness: A Scoping Review

Background and PurposeChronic illness is a complex condition that affects over one billion people. To develop a deeper insight of the needs of this patient population, interpretive description uses disciplinary knowledge as the source of understanding. This methodology is a pragmatic approach to research without focusing on a strict methodological directive. The aims of this scoping review are twofold, (a) to describe the findings of studies that have used Thorne's interpretive description to research chronic illness and (b) to discuss the application of interpretive description in clinical research. Thereby, showing interpretive description as a valuable tool to advance nursing knowledge and patient care.MethodsThe methodological framework for this review was based on the Johanna Briggs Institute guidelines for scoping reviews.ResultsTo develop an understanding of interpretive description, it is essential to examine the results of studies which have applied the methodology. Our scoping review showed that researchers utilizing interpretive description identified four common challenges experienced by individuals living with chronic illness: symptom management, education and knowledge, supportive care, and cultural disadvantages. By demonstrating how interpretive description is applied, it shows how it can be used to understand and interpret clinical phenomena to improve practice.Implication for PracticeThis scoping review demonstrates how interpretive description was used to develop knowledge about chronic illness. The premise of interpretive description is that disciplinary knowledge offers a sufficient foundation to develop meaningful research to support health practices. By approaching research from a disciplinary perspective, new knowledge can be discovered to complex health problems.