Machine learning is increasingly being utilised across various domains of nutrition research due to its ability to analyse complex data, especially as large datasets become more readily available. However, at times, this enthusiasm has led to the adoption of machine learning techniques prior to a proper understanding of how they should be applied, leading to non-robust study designs and results of questionable validity. To ensure that research standards do not suffer, key machine learning concepts must be understood by the research community. The aim of this review is to facilitate a better understanding of machine learning in research by outlining good practices and common pitfalls in each of the steps in the machine learning process. Key themes include the importance of generating high-quality data, employing robust validation techniques, quantifying the stability of results, accurately interpreting machine learning outputs, adequately describing methodologies, and ensuring transparency when reporting findings. Achieving this aim will facilitate the implementation of robust machine learning methodologies, which will reduce false findings and make research more reliable, as well as enable researchers to critically evaluate and better interpret the findings of others using machine learning in their work.

This article reviews Paul Crosthwaite’s Speculative Time: American Literature in an Age of Crisis (2024) and Liliana Doganova’s Discounting the Future: The Ascendancy of a Political Technology (2024), situating them within recent scholarship on a future-oriented, speculative, and economic subject. It focuses on the relationship between financial speculation and temporalities in the twentieth century, specifically on futures and the politics of value in American literature and the calculating technology of discounting. These books bridge what have been two distinct scholarly approaches to studies of capitalist futures: a theoretical focus on futures as cultural imaginaries or narratives of economic action and a material emphasis on practices for anticipating futures and managing risk. The article concludes with a discussion of power and profit in speculation and discounting, emphasizing inequitable access to speculative futures, and suggests that the multidirectional, nonlinear, recursive mode of financialized temporalities in these books might offer a guide to imagining and creating more just futures for us all.

A recent study published in Oryx proposed that the extinct Javan tiger Panthera tigris sondaica may still survive on the Island of Java, Indonesia, based on mitochondrial DNA analysis of a single hair sample collected from a location where a tiger was reportedly encountered. However, upon reanalysing the genetic data presented in that study, we conclude that there is little support for this claim. The sequences of the putative tiger hair and Javan tiger museum specimens generated are not from tiger cytoplasmic mitochondrial DNA but more likely the nuclear pseudogene copies of mitochondrial DNA. In addition, the number of mismatches between the two Javan tiger sequences is unusually high for homologous sequences that are both from tigers, suggesting potential issues with data reliability. The paper provides insufficient details on quality control measures, making it impossible to rule out the possibility that errors were introduced during the analysis. Consequently, it is inappropriate to use the sequences presented in that study to infer the existence of the Javan tiger.

In response to its severe environmental problems, China's government is pursuing a national goal to “build an ecological civilization.” One approach used to theorize about China's environmental governance is environmental authoritarianism (EA). Drawing on work in political steering theory and the governmentality tradition, this paper addresses the “soft” side of EA by analysing the eco-civilization discourse on food and eating in policy documents and consumer guidebooks. It argues that China's EA works not only through coercion but also through citizen responsibilization. The emerging discourse of eco-civilization outlines a cultural nationalist programme focused on virtue and vice, in which consumer behaviour is morally charged. Consumers are expected to cultivate themselves into models of ecological morality to fulfil their civic duty and support the state's goal of building an ecological civilization.

Hunting pits are common archaeological features in northern landscapes, mainly researched from a morphological perspective, as dateable material is scarce. This has resulted in a limited and generalized understanding of hunting pits. While human land use in non-agrarian settings is often subtle, it can still be understood in terms of distribution and management by using relational approaches that address spatial organization and the nature of land use. This study, based on extensive field surveys and GIS analyses and guided by the concept of landscape domestication, has identified the characteristics of approximately 1500 previously unrecorded hunting pits in the Arctic region of Sweden. It examines how hunting pit systems, their selective spatial distribution, and strategic arrangement can be seen as expressions of landscape domestication. The author concludes that, through profound knowledge and deliberate resource management, communities invested in the landscape, generating dense spatial and temporal manifestations in the form of hunting pits. These systems reflect an elaborate hunting technique involving the whole landscape.

This article proposes to examine an obscure episode in the long career of the well-known Welsh Baptist missionary Timothy Richard, who went to China in 1870 and spent most of the next 45 years there. Richard attended the second general Protestant Missionary Conference in Shanghai in 1890 and served on committees, spoke at meetings, and presented a paper. The information available, though scanty, confirms key components of his approach to mission at this time: his goal was to achieve Chinese ‘salvation’ by promoting the principles and practices of what might be broadly termed ‘Christian civilisation’; his means of propagation was the written word; his preferred point of entry was contact with members of China's ‘ruling’ or ‘governing’ classes. In response to his call for action against anti-Christian, anti-Church propaganda, the conference appointed a permanent committee, with Richard as chair, to present an address on the ‘missionary question’ to the Qing government. It was this project that took him to Beijing in 1895, where he met with court officials and members of the educated elite, and established connections that involved him, rather haphazardly, in court politics in 1898. The sequence of events sheds light on an intriguing aspect of Sino–foreign relations during the late Qing period.

This paper investigates an encounter in a multilingual welfare setting where a child with migration experiences is the rights holder. The empirical basis is a story told by the interpreter Nour, about an encounter at a youth clinic. The analysis is guided by the concept of linguistic (in)justice. Findings show that linguistic injustices are a result of the reproduction of monolingual mindsets and linguistic paternalism in the intersection of layers of power asymmetries when welfare professionals do not let the child client talk, when adults talk on the child’s behalf, and the speakers give priority to the majority language on behalf of the language that the child speak. These findings suggest that professionals and policymakers must recognise the special conditions of a multilingual setting and children as a particular group of language rights holders.

Tuberculosis (TB) is one of the deadliest infectious diseases globally, ranking as 13th leading cause of mortality and morbidity. According to the Global Tuberculosis Report 2022, TB claimed the lives of 1.6 million people worldwide in 2021. Among the casualties, 1 870 000 individuals with HIV co-infections contributed to 6.7% of the total fatalities, accounting TB as the second most lethal infectious disease following COVID-19. In the quest to identify biomarkers for disease progression and anti-TB therapy, microRNAs (miRNAs) have gained attention due to their precise regulatory role in gene expression in disease stages and their ability to distinguish latent and active TB, enabling the development of early TB prognostic signatures. miRNAs are stable in biological fluids and therefore will be useful for non-invasive and broad sample collection. However, their inherent lack of specificity and experimental variations may lead to false-positive outcomes. These limitations can be overcome by integrating standard protocols with machine learning, presenting a novel tool for TB diagnostics and therapeutics. This review summarizes, discusses and highlights the potential of miRNAs as a biomarker, particularly their differential expression at disease stages. The review assesses the advantages and obstacles associated with miRNA-based diagnostic biomarkers in pulmonary TB and facilitates rapid, point-of-care testing.