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In a Bell experiment, it is natural to seek a causal account of correlations wherein only a common cause acts on the outcomes. For this causal structure, Bell inequality violations can be explained only if causal dependencies are modeled as intrinsically quantum. There also exists a vast landscape of causal structures beyond Bell that can witness nonclassicality, in some cases without even requiring free external inputs. Here, we undertake a photonic experiment realizing one such example: the triangle causal network, consisting of three measurement stations pairwise connected by common causes and no external inputs. To demonstrate the nonclassicality of the data, we adapt and improve three known techniques: (i) a machine-learning-based heuristic test, (ii) a data-seeded inflation technique generating polynomial Bell-type inequalities and (iii) entropic inequalities. The demonstrated experimental and data analysis tools are broadly applicable paving the way for future networks of growing complexity.
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http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9938195 | PMC |
http://dx.doi.org/10.1038/s41467-023-36428-w | DOI Listing |
Infect Dis Poverty
December 2024
Ecosystem Change and Population Health Research Group, Centre for Immunology and Infection Control, School of Public Health and Social Work, Queensland University of Technology, Kelvin Grove, Brisbane, QLD, 4059, Australia.
Background: Rapid human movement plays a crucial role in the spatial dissemination of the dengue virus. Nevertheless, robust quantification of this relationship using both spatial and temporal models remains necessary. This study aims to explore the spatial and temporal patterns of dengue transmission under various human movement contexts.
View Article and Find Full Text PDFBMC Plant Biol
December 2024
School of Pharmacy, Henan University of Chinese Medicine, Zhengzhou, 450046, China.
Background: Increased icariin content during the harvesting period is one of the factors limiting the quality improvement of Epimedium sagittatum, and there is currently a lack of scientific and effective biotechnological measures.
Results: In this study, we carried out experiments involving spraying different concentrations (0 µmol·L as control group, 500 µmol·L, 1000 µmol·L and 1500 µmol·L) of methyl jasmonate (MeJA) solution on E. sagittatum leaves.
Huan Jing Ke Xue
January 2025
College of Environmental Science and Engineering, Hebei University of Science and Technology, Shijiazhuang 050018, China.
Straw incorporation can improve soil fertility and soil structure. While numerous studies have explored the immediate impacts of straw return on soil properties and crop production, the legacy effects of long-term straw return remain less understood. In this study, the straw returning soil of a continuous 15 years (SS) and non-straw returning soil (NS) were collected from Dahe Experimental Station of Hebei Academy of Agriculture and Forestry Sciences in China.
View Article and Find Full Text PDFNeural Netw
December 2024
Hunan Provincial Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University, Changsha 410083, PR China.
Correctly diagnosing Alzheimer's disease (AD) and identifying pathogenic brain regions and genes play a vital role in understanding the AD and developing effective prevention and treatment strategies. Recent works combine imaging and genetic data, and leverage the strengths of both modalities to achieve better classification results. In this work, we propose MCA-GCN, a Multi-stream Cross-Attention and Graph Convolutional Network-based classification method for AD patients.
View Article and Find Full Text PDFLiver Int
January 2025
Liver Center, Digestive Diseases Section, Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut, USA.
Background & Aims: Approximately 40% of patients with Primary Biliary Cholangitis (PBC) show incomplete response to ursodeoxycholic acid, thus needing second-line treatment to prevent disease progression. As no head-to-head comparison study is available, we used a network meta-analysis (NMA) to compare efficacy and safety of available second-line therapies.
Methods: We performed a systematic literature review including randomised, placebo-controlled trials of patients with PBC and incomplete response, or intolerance, to ursodeoxycholic acid, and compared relative risks (RRs) for primary (biochemical response at 52-week) and secondary outcomes [incidence of new-onset pruritus and serious adverse events (SAEs)].
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