Toward Data-Driven Digital Therapeutics Analytics:Literature Review and Research Directions

With the advent of digital therapeutics(DTx),the development of software as a medical device(SaMD)for mobile and wearable devices has gained significant attention in recent years.Existing DTx evaluations,such as randomized clinical trials,mostly focus on verifying the effectiveness of DTx products.To acquire a deeper understanding of DTx engagement and behavioral adherence,beyond efficacy,a large amount of contextual and interaction data from mobile and wearable devices during field deployment would be required for analysis.In this work,the overall flow of the data-driven DTx analytics is reviewed to help researchers and practitioners to explore DTx datasets,to investigate contextual patterns associated with DTx usage,and to establish the(causal)relationship between DTx engagement and behavioral adherence.This review of the key components of datadriven analytics provides novel research directions in the analysis of mobile sensor and interaction datasets,which helps to iteratively improve the receptivity of existing DTx.

Resource and environmental factors should be included in economic analytical framework

In the economic analysis framework,natural resources and environmental factors are included in the category of capital or land.Hence,the explanatory variables of the production function only include capital,labor and the residue term technology.Such framework may be designed for methodological reasons,but it is

Enriching Middle School Students’Learning Through Digital Storytelling:A Multimodal Analytical Framework

Purpose This study investigates middle school students’learning experiences through digital storytelling,applying a multimodal analytical framework to uncover patterns in digital stories.This study explores how participants engage in pedagogical activities,reflect on their learning experiences,and articulate their voices through digital stories.Design/Approach/Methods Employing qualitative case study methods,we purposefully selected three 12-year-old female students at an urban school in the northern US.Analyses of digital stories and other data sources(interviews,classroom observations,and reflective journals)show that the students were engaged in both teaching and reflection.Findings The findings describe(1)participants and their learning experiences,(2)students’representational and interpersonal constructs as used in their digital stories,and(3)their participation as teachers as well as learners.Originality/Value Our multimodal analytical framework illuminates how students express themselves through digital stories.Our discussion focuses on students’learning,their identity development,the effectiveness of the analytical framework,and pedagogical implications.

Research on the Framework and Path of Low Carbon Coordinated Development in Beijing-Tianjin-Hebei Region

With the low-carbon coordinated development in Beijing-Tianjin-Hebei Region as the starting point, the necessity and realistic difficulties in achieving the lowcarbon coordination in Beijing-Tianjin-Hebei Region was analyzed, based on which we constructed the systematic analytical framework for low-carbon coordination in Beijing-Tianjin-Hebei Region, and proposed the development path of regional lowcarbon coordinated development from the three levels of government, industry and consumer with the aim to provide specific references for the low-carbon coordinated development in Beijing-Tianjin-Hebei Region.

Financial Analysis of MI’s Company Based on Harvard Analysis Framework

This paper takes the financial statements of MI from 2017to 2019,and uses Harvard analysis framework to analyse the financial situation of MI.The analysis content mainly includes enterprise macro environment,industry competitive analysis and financial ratio analysis.This paper tried to understand the current situation and development prospect of MI.Based on the analysis of MI’s financial situation under the framework of Harvard,we summarized the existing problems and put forward suggestions.

An Analytical Framework for Performance of Different Fault Restoration Policies with QoS Constraints in MPLS Networks

An analytical framework for the performance of different protection switching restoration mechanisms with different protection policies in Multi-Protocol Label Switching (MPLS) networks is developed, where the protection policy may be 1 + 1, 1:1, n:1 or n:m. As a general rule, it aims at the MPLS networks with the protection paths created in advance of fault occurrence without resources reserved, and it reroutes the protected traffic in the event of link or router failures while trying to maintain quality of service (QoS) requirements. Based on the proposed protocol for processing faults, an analytical model and an evaluating model are created, and the benefits and penalties of different mechanisms with different protection policies are evaluated. In particular, an improvement on the proposed protocol is presented to overcome the drawbacks of n:m protection policy in which m > 1 and n > 1.

Understanding Strategic Behavior:A Preliminary Analytical Framework

To understand complex state behavior, a detailed study of strategic behavior is needed. To get rid of what is out-of-date and take in fresh perspectives, we need to eliminate the current methodological bottleneck and take full advantage of multivariate research methods to explore the complex interactions among variables and develop a basic analytical framework. First, strategic behavior should be divided into four stages, i.e., strategic assessment, strategic decision-making, strategic mobilization and strategic implementation, then the factors affecting each stage should be clarified and their interactions grasped. A preliminary framework for understanding state strategic behavior will help to promote the in-depth development of this field of research.

The analysis of tax policy based on Kim Gordon model

Economic decide taxes and taxes have an adverse effect on the economy. To achieve a sustained development of economy, we must require the taxes which are closely related to economy meet the requirements of its own development. That is tax receipts raised by government meeting functional needs as much as possible, while reducing the facts that will damage the future needs and development of economy. Therefore, we need to analyze various factors that affect revenue. If we make a very good understanding on how structure impacting on tax revenues, that will help us to use policy tools tax making impacts on revenue and optimize the structure of the tax. For this theme, many domestic scholars have done correlation research, and their research paper provides a good reference, but we believe their research can be further refined. Through theoretical analysis, we can select appropriate indicators letting tax revenue to be explained variable. Each possible influencing factor of tax revenues establish measurement model for explaining variable using stepwise regression models, and make a rigorous statistical test on the model. On the base of fully proving the effectiveness of the model, we can make relevant economic analysis.

Building an Academic System of Legal Science with Chinese Characteristics

The report to the 20th National Congress of the Communist Party of China (CPC) pointed out that problems are the voice of the times, and answering the problems and guiding the solutions are the fundamental tasks of theories. To continually promote theoretical innovation on the basis of practice and to write a new chapter on adapting Marxism to the Chinese context and the needs of the times, it is necessary to persist in problem orientation. Therefore, it is a requirement for the implementation of the guiding principles of the 20th National Congress of the CPC to engage in intellectual inquiry with respect to meta-jurisprudence, and, based on that, pursue the target of building an academic system of legal science with Chinese characteristics. There are two main types of problems in meta-jurisprudence. The first is ideological resources, which asks what kinds of ideas shape the direction, foresight, and preferences of legal scholars. The second is the analytic framework, which asks how to tell the different kinds of legal issues apart, finish building the system, choose the best ways to argue, and make strong arguments. Only by starting from the problems of meta-jurisprudence and adhering to the guidance of XI Jinping Thought on the Rule of Law, by combining China's specific rule-of-law practice with fine traditional Chinese legal culture, and by learning from international experience, can the mission of building an academic system of legal science with Chinese characteristics be achieved.

Spatiality of the urban commons:Typo-morphology of the open common spaces in New Belgrade mass housing blocks

The article examines the existing infrastructure of open common spaces within two New Belgrade mass housing blocks(Blocks 23 and 70a)through a typo-morphological analysis.These spaces between the buildings,although the most neglected,underused,and deteriorated components of mass housing neighbourhoods,are at the same time crucial to the quality,vitality and integrated governance of these neighbourhoods.They represent the primary tangible commons in cities and neighbourhoods.The question of urban commons is increasingly present in scientific literature,urban and architectural discourse.Nevertheless,approaches exploring the spatiality of the urban commons are scarce,leading to insufficient understanding of the spatial aspect and potentials of the already existing commons.Therefore,this study includes(1)identification,typological decoding and classification of the common spaces,focusing on the case of New Belgrade blocks,followed by(2)analysis of the spatial patterns and integration of the identified spaces within the blocks.The study confirms the complexity and diverse typology of the common spaces.It finds that the in-between,common spaces contribute to higher integration of different segments of the blocks.The open common spaces have an essential role in humanisation of the blocks,and thus the quality of life in the blocks as integrated neighbourhoods.The findings indicate that the spatial setting of the open common spaces in New Belgrade blocks allows for(re)emergence of collective practices,leading to inclusive and integrated rehabilitation of the neighbourhoods.