Research Article
October 3, 2026
ajg20260012
William Harris, Charlotte Bennett
Industrial Internet platforms connect manufacturers, equipment suppliers, maintenance providers, logistics firms, software vendors, and financial institutions. These platforms record transaction orders, equipment usage, maintenance requests...
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Research Article
October 3, 2026
ajg20260011
Lukas Meier, Sophie Keller, Nicolas Dubois
Machine learning offers an efficient strategy for identifying catalyst candidates, but simultaneous prediction of activity and selectivity remains challenging. In this study, a multilevel machine-learning framework was developed using a dat...
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Literature review and conceptual analysis
October 2, 2026
ajg20260010
Ethan Miller, Ryan Parker, Daniel Collins
LiDAR place recognition retrieves previously mapped locations from current three-dimensional scans and supports loop closure, global localization, and recovery after tracking failure. Its central engineering problem is to compress a large,...
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Literature review and conceptual analysis
September 15, 2026
ajg20260009
Ryan Thompson, Nicholas Davis, Benjamin Clark
Segmentation foundation models promise reusable representations, broad task coverage, and reduced dependence on task-specific training, but pulmonary vasculature exposes a difficult domain gap. Chest computed tomography is volumetric, often...
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Literature review and conceptual analysis
September 10, 2026
ajg20260008
Kevin Moore, Steven Davis, Brian White
Sodium alginate-graphene oxide hydrogels offer an appealing route to retain an osmotic draw material while coupling water affinity, tunable network elasticity, porous transport, and mechanical recovery. Moving such materials from a laborato...
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Literature review and conceptual analysis
September 10, 2026
ajg20260007
Robert Harris, John Parker, Thomas Martin
Hydrogels have been proposed as recoverable draw agents for forward osmosis because a cross-linked polymer network can convert affinity for water into swelling pressure while retaining most of the draw material as a discrete phase. Yet comp...
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Literature review and conceptual analysis
September 10, 2026
ajg20260006
Andrew Taylor, David Clark, Ryan Walker
Hydrogels are attractive forward-osmosis draw agents because their cross-linked networks can generate water uptake while greatly reducing the reverse diffusion associated with small dissolved draw solutes. Their central weakness is equally...
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Literature review and conceptual analysis
September 10, 2026
ajg20260005
Daniel Thompson, Matthew Wilson, Christopher Brown
Laboratory performance is necessary but insufficient evidence for a functional chemical technology. Forward-osmosis draw materials and visible-light synthetic methods illustrate the gap. A hydrogel may absorb water under a favorable feed ye...
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Literature review and conceptual analysis
September 10, 2026
ajg20260004
James Miller, Michael Johnson, William Anderson
Materials for forward osmosis and photocatalysts for organic synthesis appear to belong to distant research programs. One controls water uptake through chemical potential; the other controls bond formation through excited-state electron tra...
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Literature review and conceptual analysis
September 10, 2026
ajg20260003
Ryan Bennett, Andrew Collins, Matthew Parker
Conversational business intelligence promises to let people explore organizational data without mastering query languages, but its central design problem is not translation. It is the management of ambiguity before an irreversible interpret...
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Research Article
September 9, 2026
ajg20260002
Haruto Sato, Yui Nakamura
Inverse cobalt catalysts provide unique metal–oxide boundary sites for CO2 methanation, but the role of oxide promotion remains unclear. Herein, ZrOx-, CeOx-, and TiOx-decorated Co catalysts were synthesized and tested for CO2 methanation a...
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Research Article
September 9, 2026
ajg20260001
Liam Anderson, Sophie Bennett, Daniel Foster
Photocatalytic CO2 reduction requires efficient charge separation and suitable surface sites for multi-electron transfer. Herein, ZrO2-coupled bismuth sulfobromide heterojunctions were synthesized through a solvothermal method and applied t...
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