Everyone is talking about bots. Much of the discussion has focused on downsides. It is too easy to use bots to cheat, but there are also many ways to use bots to improve your writing. Good writers use thesauruses. It is not cheating to use bots as a modern version of a thesaurus. It is also not cheating to use recommendation systems in a responsible way.

Theoretical perspectives propose that positive childhood experiences (PCEs) are associated with adult mental health symptoms. The aim of the current study was to conduct a meta-analysis to evaluate the correlations between PCEs and adult mental health symptoms. 41 unique studies (N = 74,492) were included. Significant, negative, medium-to-large, effects were observed between PCEs and each mental health symptom (medium-to-large for overall mental health: r = −.268; and depression: r = −.273; for anxiety: r = −.246; and PTSD: r = −.243), indicating that higher levels of PCEs are linked to fewer mental health difficulties in adulthood. Meta-regression analyses identified current age at the time of mental health assessment and adverse childhood experiences (ACEs) as significant moderators. Specifically, the promotive effects of PCEs were stronger among younger adults and weakened with higher ACEs exposure, particularly in relation to overall adult mental health symptoms, depression, PTSD, and anxiety. In contrast, no significant moderation effects were found for sex or the type of PCEs measurement tool used. Integrated prevention frameworks that combine ACEs prevention with PCEs promotion can enhance mental health across the lifespan by addressing both risk and promotive pathways and providing developmentally tailored support.

This article examines Conor Cruise O’Brien’s ideas about historical objectivity and the craft of the historian. Drawing on a mix of published material and unpublished manuscript sources, it charts the evolution of the thinking of a key Irish public intellectual about how historians should write history and how their work should relate to their contemporary world. It identifies several unacknowledged intellectual debts O’Brien owed to influential twentieth-century thinkers — namely, the philosophers Michael Oakeshott and Maurice Merleau-Ponty and the sociologist C. Wright Mills. The article challenges the claim that O’Brien’s view of historiography underwent significant changes in response to the outbreak of violence in Northern Ireland during the late 1960s. On the contrary, it is argued that O’Brien’s thinking on these themes remained fundamentally unchanged from the mid 1950s until the end of his long career as a public intellectual.

Community-acquired methicillin-resistant Staphylococcus aureus (CA-MRSA) is a significant public health concern, disproportionately affecting socioeconomically disadvantaged populations, including individuals experiencing poverty, homelessness, incarceration, and injection drug use. This scoping review synthesizes existing literature on factors influencing CA-MRSA occurrence and community transmission in these populations. A comprehensive search of PubMed, MEDLINE, and Scopus for studies published between January 2000 and February 2024 identified 3,223 articles, of which 40 met the inclusion criteria. Findings indicate that the CA-MRSA burden remains high, with community transmission influenced by factors, such as limited access to hygiene resources, structural barriers to care, and social network dynamics. Surveillance and intervention strategies remain largely healthcare-focused, with limited data on community-level transmission and risk. This review highlights the urgent need for targeted public health interventions and the adoption of expanded, innovative surveillance methods, such as genomic epidemiology, to better track and mitigate CA-MRSA transmission in vulnerable populations. As antibiotic resistance continues to rise, future research should prioritize longitudinal studies and community-based surveillance to develop effective, population-specific infection prevention, and control strategies.

Quarries are information-rich anthropic landscapes, but their unique characteristics often limit the effectiveness of traditional archaeological documentation strategies. Here, the authors present a novel interdisciplinary method for the documentation and analysis of these landscapes, focusing on two ancient marble quarries on the Mediterranean island of Naxos. The workflow, combining lidar, photogrammetry, sculptural and architectural study, geoscience, ecological study and archaeological survey, provides a means for the systematic documentation of quarry landscapes in the Mediterranean and beyond, and aims to promote an understanding of premodern extractive activities not as isolated occurrences but as important aspects of interconnected, evolving landscapes.

An I.R.B. supreme council member and the I.R.A. 2nd Northern Division commandant, Charlie Daly was executed at Drumboe on 14 March 1923. Daly’s case shows how, through I.R.B. auspices, Free State G.H.Q. planned a joint northern offensive with republicans to avert civil war, while deploying the resources of the new state (and false promises) to engineer the support or at least neutrality of the Northern I.R.A. Eoin O’Duffy and Richard Mulcahy connived to remove Daly from his command because of his opposition to the Treaty, with events coming to a head at the ‘Beggar’s Bush inquiry’ on 2 March 1922. In due course, the Free State elite killed every senior republican brother party to the northern intrigue, including Joe McKelvey and Daly, the latter of whom was shot alongside Seán Larkin from Derry — a witness to GHQ ‘crookedness’ the previous March.

We identify a parsimonious set of factors from a large pool of candidates for explaining hedge fund returns, ranging from equity market, anomaly, and trend-following factors to macroeconomic factors. The resulting 9-factor model, including five anomaly factors, outperforms existing hedge fund models both in sample and out of sample, with a significant reduction in alphas while showing substantial cross sectional performance heterogeneity. Further analysis based on fund holdings confirms the model’s ability to capture returns from arbitrage trading. Overall, the anomaly factors help quantify hedge fund strategies and risk exposures and improve fund performance evaluation.

Vibration control in structures is essential to mitigate undesired dynamic responses, thereby enhancing stability, safety, and performance under varying loading conditions. Mechanical metamaterials have emerged as effective solutions, enabling tailored dynamic properties for vibration attenuation. This study introduces a convolutional autoencoder framework for the inverse design of local resonators embedded in mechanical metamaterials. The model learns from the dynamic behaviour of primary structures coupled with ideal absorbers to predict the geometric parameters of resonators that achieve desired vibration control performance. Unlike conventional approaches requiring full numerical models, the proposed method operates as a data-driven tool, where the target frequency to be mitigated is provided as input, and the model directly outputs the resonator geometry. A large dataset, generated through physics-informed simulations of ideal absorber dynamics, supports training while incorporating both spectral and geometric variability. Within the architecture, the encoder maps input receptance spectra to resonator geometries, while the decoder reconstructs the target receptance response, ensuring dynamic consistency. Once trained, the framework predicts resonator configurations that satisfy predefined frequency targets with high accuracy, enabling efficient design of passive controllers of the syntonized mass type. This study specifically demonstrates the application of the methodology to resonators embedded in wind turbine metastructures, a critical context for mitigating structural vibrations and improving operational efficiency. Results confirm strong agreement between predicted and target responses, underscoring the potential of deep learning techniques to support on-demand inverse design of mechanical metamaterials for smart vibration control in wind energy and related engineering applications.

This forum contribution explores the strengths and limits of Noam Yuran’s innovative call for a new political economy of sex and desire. It has three prongs. First, I discuss Yuran’s compelling focus on the curious durability of monogamy as an institution. Second, I examine his analysis of thinkers such as Mandeville and Weber. Finally, I turn to the question of love. I suggest that Yuran’s approach opens a pathway to a more loving and more realistic political economy of intimacy and familial love, one that I suggest is missing in much critical theory today, particularly in the rhetoric of family abolitionists.

The Great Depression era provides a natural experiment to study the effects of employee stock ownership on productivity due to the unexpected nature of the stock market crash in 1929 and the predetermined expiration of employee stock offerings staggered throughout the 1930s. I collect information on employee stock ownership from reports by the National Industrial Conference Board, annual company reports and other primary sources, and then merge them with the US Census of Manufactures to form the main establishment-level dataset. The results indicate that companies with active programs had significantly lower establishment-level output growth and fewer hours worked per employee than firms with inactive ESOPs post-crash. These negative effects, however, can be mitigated in smaller firms where employees feel their effort level has non-negligible effects. To my knowledge, this is the first study to empirically investigate these early ESOPs as well as address how continuing an employee stock ownership program during a financial crisis affects productivity.