bluuebunny/crossref_metadata_2025_split huggingface dataset:
Geochemistry and machine learning: methods and benchmarking
Authors: Prasianakis N. I. , Laloy E. , Jacques D. , Meeussen J. C. L. , Miron G. D. , Kulik D. A. , Idiart A. , Demirer E. , Coene E. , Cochepin B. , Leconte M. , Savino M. E. , Samper-Pilar J. , De Lucia M. , Churakov S. V. , Kolditz O. , Yang C. , Samper J. , Claret F. 
Published: February 2025

Abstract
Thanks to the recent progress in numerical methods and computer technology, the application fields of artificial intelligence (AI) and machine learning methods (ML) are growing at a very fast pace. The field of geochemistry for nuclear waste management has recently started using ML for the acceleration of numerical simulations of reactive transport processes, for the improvement of multiscale and multiphysics couplings efficiency, and for uncertainty quantification and sensitivity analysis. Several case studies indicate that the use of ML based approaches brings an overall acceleration of geochemical and reactive transport simulations between one and four orders of magnitude. This paper presents a benchmarking exercise that aims at providing a set of reference data and models for developing and applying ML techniques for geochemical and reactive transport simulations. Several well-known geochemical speciation codes are used to generate systematically a consistent set of high-quality chemical equilibrium data, to be used as input for the training of several ML methods. Two benchmarks are formulated, each with multiple levels of gradually increasing degree of complexity. The first benchmark focuses on cement chemistry, while the second one considers uranium sorption on a clay mineral. The performance of different ML techniques is then evaluated in terms of their numerical efficiency and accuracy. A speedup of several orders of magnitude is observed. The benefits and the limitations of different ML based techniques are then analysed and highlighted.
Supplier Justice Practice in Building Buyers’ Resilience: A Mediated-Moderation Model
Authors: Chowdhury Mesbahuddin , Bhattacharya Ananya , Koushan Mona 
Published: February 2025

Abstract
While justice practice in the buyer–supplier relationship has been well-researched, its impact has mainly been discussed in achieving various relational outcomes (such as satisfaction, commitment, collaboration, etc.) and various firm performances (such as social, operational, financial, etc.). This study extends the application of justice practice beyond this traditional focus and investigates its role in building resilience, a critical capability to survive during a disruptive environment. The purpose of this study is not only to understand the relationships among the dimensions of supplier justice practices but also to understand the usefulness of the supplier justice practice in building buyers’ resilience through supplier flexibility practice. The contingent role of firm size and firm age is also examined with the link between supplier flexibility and buyers’ resilience. We collected data from 205 Australian firms to examine the theoretical framework. Following the PLS-SEM technique, our findings show that suppliers’ interactional justice positively influences both distributive and procedural justice. Our result further reveals that only suppliers’ procedural justice directly influences buyers’ resilience and distributive and interactional justice impacts buyers’ resilience through supplier flexibility. This confirms the presence of supplier flexibility as a mediator between distributive justice, interactional justice, and buyers’ resilience. Our findings further show that only firm size positively moderates the effect of supplier flexibility on buyers’ resilience. We also present the theoretical and managerial implications of the study based on the findings.
Navigating the Future of Psychiatry: A Review of Research on Opportunities, Applications, and Challenges of Artificial Intelligence
Authors: Linardon Jake 
Published: February 2025

Abstract

Purpose
Artificial intelligence (AI) has the potential to transform psychiatric care, offering a solution to complex problems such as predicting illness prognosis, facilitating diagnostic decisions, and personalizing treatment plans. Despite growing enthusiasm surrounding these innovations, widespread integration of AI technologies into clinical practice remains a challenge. The purpose of this review is to highlight opportunities, applications and challenges of AI in psychiatry, by focusing on recent research across three domains: (1) smartphone sensing and digital phenotyping; (2) chatbots; and (3) natural language processing.

Recent Findings
Accumulating evidence shows that multimodal data streams captured through smartphone sensors, electronic heath records, and textual information derived from social media posts and session transcripts can be leveraged to build machine learning models capable of predicting patient outcomes. The efficacy of generative AI chatbots on psychiatric symptoms is also emerging, though reporting guidelines on harms and safety standards are urgently needed.

Summary
The preponderance of pilot/feasibility studies in this field suggests that research should now shift focus towards validation to help determine clinical relevance and inform patient decisions in real-world practice. Doing so could expedite the safe integration of AI in psychiatric care and ensure that each patient receives appropriate services personalized to their needs.
Quantifying the Associations Between Social Determinants of Health and Blood Pressure 1–3 Years Following Pregnancy in Black Women
Authors: Walker Shannon L. , Walker Rebekah J. , Dawson Aprill Z. , Williams Joni S. , Palatnik Anna , Egede Leonard E. 
Published: February 2025

Abstract

Objective
Examine the association between social determinants of health (SDOH) (cultural, neighborhood, and physical factors) and blood pressure (BP) in Black women 1–3 years following delivery.

Methods
Cross-sectional data collected from N=204 adult Black women who had a live delivery between 2013 and 2022 in Milwaukee, Wisconsin, USA, were analyzed. Sequential linear and logistic regression models were run to test associations between SDOH variables and systolic and diastolic BP. SDOH were the independent variables; systolic and diastolic BP were the outcome variables. Stepwise linear and logistic regression with forward selection were run to assess the independent associations between SDOH and BP in Black women 1–3 after pregnancy.

Results
Mean systolic and diastolic BP were 120.1 (± 17.4 SE) and 82.0 (± 13.2 SE), respectively. In final stepwise regression models, age (β 0.61, 95% CI 0.20, 1.02), income (β 5.45 95% CI 0.35, 10.56), chance health locus of control (β −0.78, 95% CI −1.37, −0.19), depression (β 0.59, 95% CI 0.10, 1.08), BMI (β 0.33, 95% CI 0.08, 0.57), family history of preeclampsia (β 7.92, 95% CI 1.49, 14.35), and kidney disease (β 60.32, 95% CI 38.71, 81.93) were associated with systolic BP. Age (β 0.53, 95% CI 0.23, 0.83), depression (β 0.55, 95% CI 0.22, 0.87), BMI (β 0.45, 95% CI 0.28, 0.63), family history of preeclampsia (β 5.71, 95% CI 0.97, 10.45), and kidney disease were significantly associated with diastolic BP.

Conclusion
Depression was associated with increased systolic BP and chance health locus of control was associated with decreased systolic BP. Depression was significantly associated with increased diastolic BP. Future research should explore causal mechanisms between depression and hypertension risk.
Integrating Assessment of Circadian Rhythmicity to Improve Treatment Outcomes for Circadian Rhythm Sleep-Wake Disorders: Updates on New Treatments
Authors: Gloston Gabrielle F. , Ward Katherine C. , Rodriguez-Torres G. Carolina , Gamble Karen L. , Thomas S. Justin 
Published: February 2025

Abstract

Purpose of Review
Despite advancements in basic circadian research, development of new diagnostic and treatment strategies for circadian rhythm sleep-wake disorders (CRSWDs) has been slow. Here, we review the most recent innovations in human circadian assessment and emerging new therapies for CRSWDs.

Recent Findings
Researchers have improved existing circadian assessment methods to overcome logistical barriers and developed novel circadian assessment methods. New treatments for CRSWDs involve pharmacological and behavioral treatments that modulate circadian phase, amplitude, and/or robustness of the central circadian clock.

Summary
Commercialization of these emerging tools will require overcoming barriers, such as additional testing to confirm the underlying pathology and mechanism of action of potential treatments. Clinicians and scientists are also called to survey adjacent fields and adopt existing diagnostic tools that may offer diagnostic clarity in CRSWDs. Lastly, we must continue to advocate for medical insurance coverage of current and future tools and technologies to improve patient care.
Restricted to the “Traditional Female Role”: Australian high-school graduates’ perceptions of the messaging about women in relationship and sex education
Authors: Catlin William B. , Dzidic Peta L. , Phillips Matthew J. , Breen Lauren J. 
Published: February 2025

Abstract
Australia is faced with gendered issues like intimate partner violence and sexual assault which are perpetuated by widespread negative public attitudes that position women as an inferior gender. High-school Relationship and Sex Education (RSE) offers one intervention into these gendered issues. Research shows students dissatisfaction with RSE and gendered inequalities within it. Based on reflections of recent Australian high-school graduates, this study explored the question, “what messages about women are communicated through RSE?” 12 semi-structured interviews were conducted with Australians (10 women, 2 men) aged 19 to 22 (M = 19.58) in 2023 who graduated from high-school in the previous three years. Using critical realist epistemology, an abductive Reflexive Thematic Analysis was conducted, through a postmodern feminist lens. Four themes were constructed: Oversimplified Misrepresentations of Women, The Liable Sex, The Deprioritised Other, and The Virtuous Woman. These themes were supported by a reductive-expansive continuum describing variation in portrayals of women, ranging from rigid traditional conceptualisations to more inclusive, expansive representations. Participants described restrictive, rigid, and outdated gendered messaging. Much messaging about women in RSE reflected problematic attitudes toward women. Shame surfaced as a significant, gendered concept in RSE, particularly affecting women participants; this was explained through Shame Resilience Theory. The reductive-expansive continuum offers a practical framework for evaluating and improving how women are represented in RSE programs. Findings echo calls for comprehensive RSE teacher training and necessitate policy makers and educators to review curricula and reform RSE.
Fire safety regulations in Brazil: Analysis of the occupancy classification of buildings
Authors: de Lourdes Ferreira Minervino Bernardete , dos Santos Cristina Calmeiro , von Krüger Paulo Gustavo , Rodrigues João Paulo C. 
Published: February 2025

Abstract
Fire safety in a building depends on several factors, including its use and occupancy, which fire protection systems are present in the building and the state of maintenance of these systems. Considering the fact that Brazil has 27 federal states and each of them has its own fire safety legislation, it is common for there to be divergences that result in different protection requirements depending on the state where the building is located. This study analyzes Brazilian state fire safety legislation with regard to the sizing of fire protection systems for buildings, considering the parameters used for such sizing. It then identifies the differences in classification in terms of the use and occupation of buildings in the 27 federal states; and presents a proposal for a standardized classification for the whole country, taking into account the convergences that already exist in state legislation. The main objective is to suggest a discussion starter for the process of standardizing fire safety parameters in Brazil.
Criteria for enhancing comfort and liveability conditions in homogenous built contexts through innovative façade interventions
Authors: Stival Carlo Antonio , Bisiani Thomas , Limoncin Paola 
Published: February 2025

Abstract
This research is conducted within the framework of the Interconnected Nord-Est Innovation Ecosystem (iNEST) project, funded by the Next Generation EU and the Italian National Recovery and Resilience Plan (NRRP). The global project focuses on developing sustainable solutions for the built environment in Northeastern Italy, aligning with both UN Agenda 2030 and European directives on energy transition, environmental protection, and climate change adaptation. This research refers to the methodology Renovation through Design for Adaptability/Flexibility/Change to analyze and enhance existing buildings, with particular emphasis on façade systems and spatial concepts. The research applies to the case study of the Panzano residential District (1907–1927), a historic workers’ village associated with the Monfalcone shipyards, comprising of over 600 dwellings. This district exemplifies the challenge of balancing the general requirements for adapting dwelling units to contemporary needs, providing additional spaces, and mitigating energy impacts while preserving the historical value of the built heritage of a 20th -century company town. In the research approach, technology should become an integral component of the architectural design process, focusing on façade systems as a key point. These interventions aim to enhance environmental comfort, to ensure the transformability of interior spaces, and to foster inclusive interactions between individuals and their environment, while maintaining compatibility with the principles of heritage preservation. The developed methodology contributes to defining effective approaches for renovating existing buildings, while addressing both the technological and social aspects of sustainability.
Analysis of the National Air Pollutant Emissions Inventory (2021) in the Republic of Korea
Authors: Jang Jeongpil , Han Eunmi , Heo Jinha , Choi Suah , Park Jihoon , Lee Kang-San , Joo Jongmin , Song Hyeongdo , Yoo Chul 
Published: February 2025

Abstract
In the Republic of Korea, air pollutant emissions are annually estimated and published. These emissions are used to formulate and evaluate national air quality policies. In this study, the 2021 National Air Pollutant Emissions Inventory in the Republic of Korea was estimated. In addition, emission sources and primary causes affecting changes in emissions were analyzed. As a result, air pollutant emissions in the Republic of Korea were 57,317 tons of PM-2.5, 160,993 tons of SOx, 884,454 tons of NOx, 1,002,810 tons of VOCs, and 262,008 tons of NH3. PM-2.5, SOx, and NOx emissions in 2021 were lower than those in 2020 because of the reduction policy effects, such as the shutdown of old coal-fired power plants and stricter emission standards in workplaces. However, emissions of VOCs and NH3 in 2021 increased those in 2020 due to socioeconomic effects, particularly in everyday activity sector. Specifically, it was caused by increased use of paint for construction and shipbuilding to meet rising demands as well as a rise in cattle numbers due to increased meat consumption. Spatially, Gyeonggi-do had the highest emissions of PM-2.5, NOx, and VOCs due to its dense populations and heavy traffic, while Ulsan and Chungcheongnam-do had the highest emissions of SOx and NH3 from production process in their large national industrial complexes.
Socio-emotional e-competencies, cyberaggression, and cybervictimisation in adolescents: differences according to sex and academic year
Authors: Cebollero-Salinas Ana , Hernández Santos Orejudo , Escoriaza Jacobo Cano 
Published: February 2025

Abstract
The socialisation of adolescent boys and girls takes place primarily online in virtual environments, where cyberbullying is one of the greatest current social dangers faced by that age group. Socio-emotional e-competencies (i.e., competencies that apply specifically to online environments) are a protective factor against cyberaggression and cybervictimisation, and research has shown that the variables of sex and academic year (age) play a relevant role in that interaction. Although such socio-emotional e-competencies have been shown to play an adaptive role in further types of online behaviour, they have not yet been studied specifically in relation to cyberaggression and cybervictimisation. Our study’s goal was thus to ascertain whether socio-emotional e-competencies have a predictive value for cyberaggression and cybervictimisation, and whether differences can be observed according to sex or academic year. Participants were 945 Spanish adolescents (56.5% female, 43.5% male) ages 12 to 16 (mean age: 13.80, DE = 1.27) enrolled in 13 secondary schools. Data were collected via self-report questionnaires (European Cyberbullying Intervention Project Questionnaire [ECIP-Q] and Socio-Emotional E-Competencies Questionnaire [e-COM]). We observed differences according to sex and academic year in cyberbullying behaviour and socio-emotional e-competencies. Moreover, significant relationships can be established between socio-emotional e-competencies, on the one hand, and cyberaggression and cybervictimisation, on the other, with differences among groups as revealed by SEM multigroup analysis. The levels of emotional e-regulation in girls and e-self-control of impulsivity in boys across all academic years explain most instances of cybervictimisation and cyberaggression, especially in younger-aged groups. These findings provide a new focus to help prevent cyberbullying.
Farm Animal Welfare and Producer Profitability
Authors: Staples Aaron J. , Lusk Jayson L. , Caputo Vincenzina , Tonsor Glynn T. 
Published: February 2025

Abstract
Past research shows that farm animal welfare (FAW) policies can reduce consumer and retailer welfare, but producer welfare implications are less certain. This study uses equilibrium displacement modeling of the U.S. wholesale shell egg market to determine how the transition to cage-free egg sales could affect short- and long-run producer welfare. Under varying assumptions and retailer demand shifts, the results consistently demonstrate that producer profits are expected to decline as retailers pivot toward cage-free purchasing, holding all else constant. These findings help explain the tension surrounding FAW policies across the supply chain and can be used to inform industry and policymaker discussions on the topic.
Local Normal Forms of Noncommutative Functions
Authors: Brown Gavin , Wemyss Michael 
Published: February 2025

Abstract
This article describes local normal forms of functions in noncommuting variables, up to equivalence generated by isomorphism of noncommutative Jacobi algebras, extending singularity theory in the style of Arnold’s commutative local normal forms into the noncommutative realm. This generalisation unveils many new phenomena, including an ADE classification when the Jacobi ring has dimension zero and, by taking suitable limits, a further ADE classification in dimension one. These are natural generalisations of the simple singularities and those with infinite multiplicity in Arnold’s classification. We obtain normal forms away from some exceptional Type E cases. Remarkably, these normal forms have no continuous parameters, and the key new feature is that the noncommutative world affords larger families.
This theory has a range of immediate consequences to the birational geometry of 3-folds. The normal forms of dimension zero are the analytic classification of smooth 3-fold flops, and one outcome of NC singularity theory is the first list of all Type D flopping germs, generalising Reid’s famous pagoda classification of Type A, with variants covering Type E. The normal forms of dimension one have further applications to divisorial contractions to a curve. In addition, the general techniques also give strong evidence towards new contractibility criteria for rational curves.
A deeper look at serious superficial incisional surgical site infections (SSISSIs): prevalence, impact, and implications for hospital performance rankings
Authors: Seidelman Jessica , Wood Brittain , Padgette Polly , Payne Valerie , Crane Linda , Roach Linda , Anderson Deverick J. 
Published: February 2025

Abstract
Serious superficial incisional surgical site infections (SSISSIs) are a critical subset of SSIs that require surgical intervention or lead to hospital readmission. Analyzing 11,617 SSIs from 47 community hospitals, the inclusion of SSISSIs changed 30/47 hospital rankings (p = 0.02), highlighting the need for inclusion in standardized infection surveillance models.
Deep Uncertainty and Incommensurability: General Cautions about Precaution
Authors: Stewart Rush T. 
Published: February 2025

Abstract
The precautionary principle is invoked in a number of important personal and policy-related decision contexts. Peterson shows that certain ways of making the principle precise are inconsistent with other criteria of decision making. Some object that the results do not apply to cases of deep uncertainty or value incommensurability, which are alleged to be in the principle’s wheelhouse. First, I show that Peterson’s impossibility results can be generalized considerably to cover cases of both deep uncertainty and incommensurability. Second, I contrast an alternative way of giving voice to the precautionary impulse.
CICERO AND EPICURUS ON PLEASURE AND FRIENDSHIP
Authors: Volk Katharina 
Published: February 2025

abstract
Ancient writers, including philosophers such as Aristotle, often depict friendship as a source of pleasure; by contrast, in his Laelius de amicitia, Cicero describes such relationships as sweet and delightful, but never connects them with uoluptas, which for him is a largely negative term reserved for Epicurean doctrine. This paper argues that there is more to this pointed use of language than Cicero’s well-known dislike of Epicureanism. Considering first the Latin philosophical vocabulary of pleasure and then the vexed question of what exactly qualifies as pleasure according to the Epicurean system, the paper makes the case that Cicero believed (probably correctly) that the pleasures of friendship as conceived of by himself and many ordinary language-users would not in fact qualify as instances of Epicurean uoluptas. If, as Epicurus appears to have held, all pleasures are either bodily or mental, and all mental pleasures are derived from bodily ones, then many activities experienced as pleasurable in and of themselves—including many traditional elements of friendship—are not in fact Epicurean pleasures.
Learning Irony in School: Effects of Metapragmatic Training
Authors: Olkoniemi Henri , Häikiö Tuomo , Merinen Milla , Manninen Jasmiina , Laine Matti , Pexman Penny M. 
Published: February 2025

Abstract
Irony comprehension requires going beyond literal meaning of words and is challenging for children. In this pre-registered study, we investigated how teaching metapragmatic knowledge in classrooms impacts written irony comprehension in 10-year-old Finnish-speaking children (n = 41, 21 girls) compared to a control group (n = 34, 13 girls). At pre-test, children read ironic and literal sentences embedded in stories while their eye movements were recorded. Next, the training group was taught about irony, and the control group was taught about reading comprehension. At post-test, the reading task and eye-tracking were repeated. Irony comprehension improved after metapragmatic training on irony, suggesting that metapragmatic knowledge serves an important role in irony development. However, the eye movement data suggested that training did not change the strategy children used to resolve the ironic meaning. The results highlight the potential of metapragmatic training and have implications for theories of irony comprehension.