Heterogeneous preferences and asymmetric insights for AI use among welfare claimants and non-claimants by Mengchen Dong, Jean-François Bonnefon, Iyad Rahwan

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The heterogeneous federated recommendation framework based on adversarial training by Suqi Zhang, Yajuan Li, Wang Zhao

“…To address the above challenge, this paper proposes HeteFedAT, a heterogeneous federated recommendation framework based on adversarial training. …”
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Exploring the effects of climatic and environmental heterogeneity on the spatial activity of Patagonian bats by Analía Laura Giménez, Marta Gladys Grech, Óscar De Paz

“…The objective of this study was to analyze how the spatial activity of phonic groups is affected by climatic and environmental variables in a large, heterogeneous area of ​​Patagonia, Argentina, using bioacoustic methods. …”
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Youth agripreneurs' preferences and willingness to pay for climate-smart dairy technologies in Kenya by Dickson Otieno Okello

“…Results indicate significant heterogeneity in preferences. Concentrate feeding (β = 4.928, p = 0.01) and contingent livestock planning (β = 1.748, p = 0.01) were highly valued, while livestock insurance (β = -1.210, p = 0.01) and improved crop varieties (β = -1.208, p = 0.01) were less preferred. …”
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Sleep patterns, sociodemographic correlates, and their association with economic preferences among Indian smallholder farmers by Hao Luo, Selina Bruns, Oliver Musshoff, Daniel Hermann

“…Age and gender differences further shape these associations, highlighting important heterogeneity in the data. These findings contribute to a broader understanding of sleep and its correlations with economic preferences in rural contexts, with field sleep data providing a more accurate reflection of natural sleep patterns compared to laboratory or self-reported data alone.…”
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T‐cell differentiation stage block bias confers hypermethylation and mediastinal preference in T‐cell lymphoblastic lymphoma by Jiali Wang, Bo Qian, Xiaowen Yu, Yidan Zhang, Chunlei Zhou, Tingting Yang, Le Xia, Gang Zhang, Yi‐Xuan Zhang, Yaping Wang, Yongjun Fang

“…Conclusion From the perspective of differentiation blockage, T‐LBL and T‐ALL represent different stages of the same disease, and the stage block bias of T‐cell contributes to their heterogeneity. Key points Malignant T cells in T‐LBL are primarily blocked in the DN and DP stages, which contributes to the immunosuppressive TME and mediastinum preference of T‐LBL. …”
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N‐methylation of histidine to tune tautomeric preferences in histidine‐heme coordination and enzyme‐mimetic catalysis by Ruikai Du, Yunbo Lv, Haifeng Wu, Baoli Zhang, Yuanxi Liu, Shichao Xu, Shan Li, Zhen‐Gang Wang

“…This study sheds light on the heterogeneous biological effects at the nitrogen positions of histidine imidazole and offers insights into designing supramolecular metalloenzymes.…”
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A latent class approach to explore shared mobility among older people in Midsized Dutch inner cities by Fatemeh Torabi Kachousangi, Yashar Araghi, Niels van Oort, Serge Hoogendoorn

“…Specifically, it investigates the mobility behaviour of inner-city older adult residents (50 + ), traditionally heavy car users through a case study of small-medium-sized Dutch cities and a stated preference experiment.This study applies a Latent Class model to analyse the heterogeneity in passengers’ preferences, identifying four distinct groups: Price Sensitive & Private Car Enthusiasts, Time-Conscious Travellers, Pro-Cycling & Conventional travellers, and Micromobility Enthusiasts. …”
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Factors Driving Background Choice in Scorpionfish by Leonie John, Matteo Santon, Nico K. Michiels

“…When the natural environment is heterogeneous, one strategy to maintain camouflage is choosing backgrounds to achieve better crypsis. …”
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Evaluation of the impact of land-use change on earthquake risk distribution in different periods: An empirical analysis from Sichuan Province by Wang Jun, Yang Fengshuo, Kang Junmei, Liu Yang, Fang Dengmao

“…Additionally, inter-city earthquake risk in Sichuan Province exhibits significant spatial heterogeneity, with western cities forming “high-high” risky clusters and eastern cities forming “low-low” risky clusters. …”
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Optimisation of services to prevent dental caries for school-aged children in China: a discrete choice experiment by Zhu Chen, Hong Yu, Lidan Wang, Wenhua Xu, Lu Hu, Sixuan Chen, Xinyu Jin, Jiacheng Jiang, Jianguang Xu

“…A D-efficient design was used to create a discrete choice experiment questionnaire, and data were collected via face-to-face interviews.Setting Data collection was conducted between July 2021 and January 2022 in Anhui, China.Participants Guardians (785) of children aged 3–12 years participated.Main outcome measures A mixed-logit model was used to estimate preferences and WTP for different attribute levels, and the preference heterogeneity was assessed using a latent class logit model.Results Preventive effectiveness was the most important attribute, followed by service cost, preventive service time and distance. …”
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CD20×CD3 bispecific antibody achieved significant efficacy in patients with large B-cell lymphoma relapsing after or refractory to CAR-T therapy: a systematic review and meta-analy... by Jing Shen, Jingyi Zhang, Zhengyu Zhu, Haobo Ma, Xiayan Li, Junpeng Zhang, Fan Zhou, Hua Tian, Jinghua Liu

“…ObjectiveChimeric antigen receptor T-cell immunotherapy (CAR-T) is a preferred treatment for relapsed or refractory (R/R) large B-cell lymphoma (LBCL). …”
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Evaluative Perception of Memes Among Youth Internet Audiences: A Pilot Psycholinguistic Experiment by M. N.  Latu, N. A.  Knyazev

“…The stimulus materials comprised a heterogeneous set of multimodal texts, including 26 memes and demotivators featuring static images. …”
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Multiple substance use and the risk of pancreatitis: a systematic review by Esther A. Adeniran, Yi Jiang, Dhiraj Yadav, Judy Tan, Samuel Han, Simon K. Lo, Stephen J. Pandol, Christie Y. Jeon

“…Design: We conducted a systematic review informed by the Preferred Reporting Items for Systematic Review and Meta-Analyses guideline. …”
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Unveiling optimal SDG pathways: an innovative automated recommendation approach integrating graph pruning, intent graph, and attention mechanism by Qiang Wang, Zhihang Yu, Shu Wang, Yunqiang Zhu, Xiaoliang Dai, Zhiqiang Zou, Weiming Huang, Christophe Claramunt

“…However, traditional recommendation algorithms struggle with two key challenges: spatial heterogeneity and sparse historical interaction records between regions and SDPs. …”
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Depression among medical students in Bangladesh: a systematic review and meta-analysis protocol on prevalence and associated factors by Sharmin Sultana, Afroza Tamanna Shimu, Imtiaz Abdullah, Md Mantaka Rahman, Ummul Khair Alam, Nusrat Fatema

“…For enhanced visualisation of the included studies, forest and funnel plots will be constructed. Heterogeneity among the studies will be assessed using the I2 statistic, sensitivity,and subgroup analyses will be conducted, if necessary, based on study heterogeneity. …”
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Systematic review and meta analysis of mechanical properties of 3D printed denture bases compared to milled and conventional materials by Amr Azab, Walid Awad Abdelhady, Enas Elwakeel, Mohamed Ashraf, Rim Wally, Amir Soliman, Maged Ahmed Mohamed, Dina Abozaid

“…A systematic search of PubMed, Scopus, Web of Science, and Cochrane Central was conducted up to March 2025 in accordance with Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. …”
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Genome-wide profiling of DNA repair proteins in single cells by Kim L. de Luca, Pim M. J. Rullens, Magdalena A. Karpinska, Sandra S. de Vries, Agnieszka Gacek-Matthews, Lőrinc S. Pongor, Gaëlle Legube, Joanna W. Jachowicz, A. Marieke Oudelaar, Jop Kind

“…Notably, larger hubs show increased coordination of repair protein binding, suggesting a preference for cooperative repair mechanisms. Together, our work offers insights into the heterogeneous processes underlying genome stability in single cells.…”
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Viral replication modulated by hallmark conformational ensembles: how AlphaFold-predicted features of RdRp folding dynamics combined with intrinsic disorder-mediated function enabl... by Rachid Tahzima, Rachid Tahzima, Rachid Tahzima, Rachid Tahzima, Justine Charon, Adrian Diaz, Kris De Jonghe, Sebastien Massart, Thierry Michon, Wim Vranken, Wim Vranken, Wim Vranken, Wim Vranken

“…Key examples illustrate how biophysical-encoded preferences of generic sequence–ensemble relationships can help estimate the global RdRp structural diversity and RNA virus discovery. …”
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Epidemiology and risk factors of Alzheimer’s disease and related dementias in South and Southeast Asia: a systematic review and meta-analysis protocol by Zhahirul Islam, Israt Jahan, Sharmin Sultana, Nowshin Papri, Mantaka Rahman, Imran Hasan, Tamal Saha, Shoma Hayat, Ashiqa Tabassum, Md Abu Jaher Nayeem

“…Forest plots will be used to visualise the findings, and heterogeneity across the included studies will be assessed using the I² and Cochrane’s Q statistics. …”
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