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• Improving source estimation of retinotopic MEG responses by combining data from multiple subjects.
  Magnetoencephalography (MEG) is a functional brain imaging modality, which measures the weak magnetic field arising from neuronal activity. The source amplitudes and locations are estimated from the sensor data by solving an ill-posed inverse problem. Commonly…
  pubmed Hietala P, Kurki I, Hyvärinen A, Parkkonen L 等 2024 Aug 1 置信度 0.82
• An Investigation of Corticospinal Tract Microstructural Integrity in ARSACS Using a Profilometry MRI Analysis: Results From the PROSPAX Study.
  Spasticity represents a core clinical feature of Autosomal Recessive Spastic Ataxia of Charlevoix-Saguenay (ARSACS) patients. Nonetheless, its pathophysiological substrate is poorly investigated. We assessed the microstructural integrity of the corticospinal t…
  pubmed Scaravilli A, Mari G, Gabusi I, Battocchio M 等 2025 Apr 置信度 0.82
• SuperMRF: deep robust reconstruction for highly accelerated magnetic resonance fingerprinting.
  Magnetic resonance fingerprinting (MRF) is a rapid imaging technique for simultaneous mapping of multiple tissue properties such as T1 and T2 relaxation times. However, conventional pattern matching reconstruction and iterative low rank reconstruction methods …
  pubmed Li H, Eck BL, Yang M, Kim J 等 2025 Apr 1 置信度 0.82
• Radial Neighbors for Provably Accurate Scalable Approximations of Gaussian Processes.
  In geostatistical problems with massive sample size, Gaussian processes can be approximated using sparse directed acyclic graphs to achieve scalable O ( n ) computational complexity. In these models, data at each location are typically assumed conditionally de…
  pubmed Zhu Y, Peruzzi M, Li C, Dunson DB 2024 Dec 置信度 0.82
• Computed Tomography Imaging for Suspected Gastrointestinal Bleeding and Bowel Ischemia.
  Computed tomography (CT) is one of the main diagnostic methods for assessing both acute gastrointestinal bleeding (GIB) and bowel ischemia due to its widespread availability, excellent spatial resolution, and high accuracy. While endoscopy is the preferred dia…
  pubmed Wells ML, Tse JR, Cahalane AM, Gupta A 2025 May 置信度 0.82
• Continuous Wave-Diffuse Optical Tomography (CW-DOT) in Human Brain Mapping: A Review.
  Continuous wave-diffuse optical tomography (CW-DOT) has emerged as a promising non-invasive neuroimaging technique for assessing brain function. Its ability to provide brain mapping with high spatial resolution over traditional functional near-infrared spectro…
  pubmed Guan S, Li Y, Gao Y, Luo Y 等 2025 Mar 25 置信度 0.82
• A lightweight large receptive field network LrfSR for image super-resolution.
  Deep convolutional neural networks have demonstrated excellent performance in the field of single-image super-resolution (SISR) reconstruction. However, existing methods often suffer from issues such as large number of parameters, intensive computation, and hi…
  pubmed Wang W, Che S, Liu W, Tuo Y 等 2025 Apr 11 置信度 0.82
• Multi-Omics Integration in Nephrology: Advances, Challenges, and Future Directions.
  Omics technologies have transformed nephrology, providing deep insights into molecular mechanisms of kidney disease and enabling more precise diagnostic tools, therapeutic strategies, and prognostic markers. Multi-omics data integration, spanning bulk, single-…
  pubmed Saliba A, Du Y, Feng T, Garmire L 2024 Nov 置信度 0.82
• Using Existing Indicators to Bridge the Exposure Data Gap: A Novel Natural Hazard Assessment.
  Extreme natural hazard events are increasing across the globe, compelling increased climate research on resiliency. Research concerning issues as integrative as climate change and natural hazard resiliency often requires complex methodologies to account for cu…
  pubmed Williams AK, Summers JK, Harwell LC 2024 Dec 9 置信度 0.82
• Morphological Sensitivity to pH of Silica and Chalk Nanocrystalline Self-Organized Biomorphs.
  Inorganic-inorganic self-organized composite architectures resulting from the chemical coupling of alkaline-earth carbonate and polymeric silica are a promising alternative to organic-based hybrid bio-mimetic systems for developing innovative multi-functional …
  pubmed Menichetti A, Manzi J, Otálora F, Montalti M 等 2024 Aug 置信度 0.82
• Benzotrifuran-Based Covalent Organic Frameworks for Artificial Photosynthesis of H(2)O(2) from H(2)O, O(2), and Sunlight.
  Hydrogen peroxide (H 2 O 2 ) is an important green chemical and a potential energy carrier. Artificial photosynthesis of H 2 O 2 from only H 2 O and O 2 under sunlight is a fascinating and sustainable tactic. However, deficient proton sources come from the kin…
  pubmed Zhang Z, Hou Y, Zhu S, Yang L 等 2025 Jul 置信度 0.82
• Workflow of a Preclinical Robotic Magnetic Resonance Imaging-guided Focused Ultrasound Body System.
  Establishing an efficient workflow is crucial for the success of magnetic resonance-guided focused ultrasound (MRgFUS) procedures. The current study provides a comprehensive description of the workflow of a customized MRgFUS robotic body device for preclinical…
  pubmed Evripidou N, Antoniou A, Lazarou G, Georgiou L 等 2025 Jan-Mar 置信度 0.82
• Conditional Diffusion Model with Spatial Attention and Latent Embedding for Medical Image Segmentation.
  Diffusion models have been used extensively for high quality image and video generation tasks. In this paper, we propose a novel conditional diffusion model with spatial attention and latent embedding (cDAL) for medical image segmentation. In cDAL, a convoluti…
  pubmed Hejrati B, Banerjee S, Glide-Hurst C, Dong M 2024 Oct 置信度 0.82
• A compact deep learning approach integrating depthwise convolutions and spatial attention for plant disease classification.
  Plant leaf diseases significantly threaten agricultural productivity and global food security, emphasizing the importance of early and accurate detection and effective crop health management. Current deep learning models, often used for plant disease classific…
  pubmed Batool A, Kim J, Byun YC 2025 Apr 2 置信度 0.82
• Observation of bronchial anatomy and variation of the middle lobe of the right lung based on three-dimensional reconstruction of lung CT.
  To explore the anatomical types and variations of lung segments and subsegment bronchi based on CT 3D reconstruction technology, and to provide anatomical theoretical support for thoracic surgeons in terms of surgical techniques.
  pubmed Zhao B, Wu W, Duan G 2025 Apr 2 置信度 0.82
• Atacama Large Aperture Submillimeter Telescope (AtLAST) science: Resolving the hot and ionized Universe through the Sunyaev-Zeldovich effect.
  An omnipresent feature of the multi-phase "cosmic web" - the large-scale filamentary backbone of the Universe - is that warm/hot (≳ 10 5 K) ionized gas pervades it. This gas constitutes a relevant contribution to the overall universal matter budget acro…
  pubmed Di Mascolo L, Perrott Y, Mroczkowski T, Raghunathan S 等 2024 置信度 0.82
• Anti-Alzheimer effects of the newly synthesized cationic compounds as multi-target dual hAChE/hBuChE inhibitor: An in silico, in vitro, and in vivo approach.
  Multi-target anti-Alzheimer's disease (AD) compounds are promising leads for the development of AD modifying agents. Ionic compounds containing quaternary ammonium moiety were synthesized, and their multi-targeted anti-AD effects were examined.
  pubmed Karami H, Soltani S, Wolber G, Sadigh-Eteghad S 等 2025 置信度 0.82
• CONSTRUCTION OF CONFIDENCE REGIONS FOR UNCERTAIN SPATIAL DISPLACEMENTS WITH DUAL RODRIGUES PARAMETERS.
  This paper follows our recent work on the computation of kinematic confidence regions from a given set of uncertain spatial displacements with specified confidence levels. Dual quaternion algebra is used to compute the mean displacement as well as relative dis…
  pubmed Yu Z, Jeffrey Ge Q, Langer MP 2024 Aug 置信度 0.82
• Network-based multi-omics integrative analysis methods in drug discovery: a systematic review.
  The integration of multi-omics data from diverse high-throughput technologies has revolutionized drug discovery. While various network-based methods have been developed to integrate multi-omics data, systematic evaluation and comparison of these methods remain…
  pubmed Jiang W, Ye W, Tan X, Bao YJ 2025 Mar 28 置信度 0.82
• SSAM: a span spatial attention model for recognizing named entities.
  Mapping a sentence into a two-dimensional (2D) representation can flatten nested semantic structures and build multi-granular span dependencies in named entity recognition. Existing approaches to recognizing named entities often classify each entity span indep…
  pubmed Wang K, Wen K, Chen Y, Qin Y 2025 Mar 25 置信度 0.82
• "Fill States": PET-derived Markers of the Spatial Extent of Alzheimer Disease Pathology.
  Background Alzheimer disease (AD) progression can be monitored by tracking intensity changes in PET standardized uptake value (SUV) ratios of amyloid, tau, and neurodegeneration. The spatial extent ("fill state") of these three hallmark pathologic abnormalitie…
  pubmed Doering E, Hoenig MC, Giehl K, Dzialas V 等 2025 Mar 置信度 0.82
• Automatic mandibular third molar and mandibular canal relationship determination based on deep learning models for preoperative risk reduction.
  This study explores the application of deep learning models for classifying the spatial relationship between mandibular third molars and the mandibular canal using cone-beam computed tomography images. Accurate classification of this relationship is essential …
  pubmed Yasin ET, Erturk M, Tassoker M, Koklu M 2025 Mar 25 置信度 0.82
• HATs: Hierarchical Adaptive Taxonomy Segmentation for Panoramic Pathology Image Analysis.
  Panoramic image segmentation in computational pathology presents a remarkable challenge due to the morphologically complex and variably scaled anatomy. For instance, the intricate organization in kidney pathology spans multiple layers, from regions like the co…
  pubmed Deng R, Liu Q, Cui C, Yao T 等 2024 Oct 置信度 0.82
• A hybrid object detection approach for visually impaired persons using pigeon-inspired optimization and deep learning models.
  Visually challenged persons include a significant part of the population, and they exist all over the globe. Recently, technology has demonstrated its occurrence in each field, and state-of-the-art devices aid humans in their everyday lives. However, visually …
  pubmed Alashjaee AM, AlEisa HN, Darem AA, Marzouk R 2025 Mar 20 置信度 0.82
• Research on remote sensing multi-image super-resolution based on [Formula: see text]N.
  Remote sensing images are essential in various fields, but their high-resolution (HR) acquisition is often limited by factors such as sensor resolution and high costs. To address this challenge, we propose the Multi-image Remote Sensing Super-Resolution with E…
  pubmed Liu W, Che S, Wang W, Du Y 等 2025 Mar 19 置信度 0.82
• Electronic Supplementary Information: Global patterns of vulnerability to wildlife exploitation in tropical birds and mammals
  Supplementary data containing species-level metrics, assemblage-level vulnerability rasters, and all code necessary to reproduce the analyses and figures of the study. The supplementary materials are organized into three folders. The species-level dataset fold…
  datacite PHILIPPE-LESAFFRE, Martin, Benítez López, Ana 2026 置信度 0.66
• SDG 7.1.1 Access to Electricity: A spatially scalable global dataset from satellite nighttime lights (1992–2022)
  Introduction In 2015, the United Nations established 17 Sustainable Development Goals (SDGs), with Goal 7 focusing on ensuring access to affordable, reliable, and sustainable modern energy for all by 2030. By 2022, approximately 760 million people, or 1 in 11 …
  datacite Liu, Luling, Cao, Xin 2026 置信度 0.66 Sustainability sciences
• SDG 7.1.1 Access to Electricity: A spatially scalable global dataset from satellite nighttime lights (1992–2022)
  Introduction In 2015, the United Nations established 17 Sustainable Development Goals (SDGs), with Goal 7 focusing on ensuring access to affordable, reliable, and sustainable modern energy for all by 2030. By 2022, approximately 760 million people, or 1 in 11 …
  datacite Liu, Luling, Cao, Xin 2026 置信度 0.66 Sustainability sciences
• Evaluating urban fabric transformations using GeoAI
  Urban growth has reshaped land use patterns globally, demanding robust and scalable methodologies to monitor its long-term dynamics. This study proposes a GeoAI-based framework that integrates Random Forest (RF) classification with spatial indicators to analyz…
  datacite Vitale, Alessandro 2026 置信度 0.66 GeoAIRemote SensingUrban Fabric Transformations
• Artificial Intelligence and Cloud Computing for a New generation of Corine Land Cover Maps in Colombia
  In this site, you can download sample raster files of the CORINE Land Cover Colombia (CLCC) Harmonized Raster Maps for 2022 and 2024, generated as part of the published paper "Artificial Intelligence and Cloud Computing for a New Generation of CORINE Land Cove…
  datacite ESPEJO VALERO, OSCAR JAVIER, ZARAZA, MAYCOL, BASTIDAS, KAREN, PERILLA, ARIEL 等 2026 置信度 0.66
• Artificial Intelligence and Cloud Computing for a New generation of Corine Land Cover Maps in Colombia
  In this site, you can download sample raster files of the CORINE Land Cover Colombia (CLCC) Harmonized Raster Maps for 2022 and 2024, generated as part of the published paper "Artificial Intelligence and Cloud Computing for a New Generation of CORINE Land Cove…
  datacite ESPEJO VALERO, OSCAR JAVIER, ZARAZA, MAYCOL, BASTIDAS, KAREN, PERILLA, ARIEL 等 2026 置信度 0.66
• A Comparative Analysis of Quantum Computational Paradigms in Medical Imaging and Diagnostics: A Comprehensive Review
  Abstract Quantum computing is set to revolutionize medical imaging and diagnostics by enhancing speed, accuracy, and the ability to process complex datasets, leading to improved patient outcomes. This review paper provides an extensive comparative study of how…
  datacite Sushil Kami, Dr. Kavitha Rani N, Dr. N Ragini 2026 置信度 0.66 Quantum Computing, Medical Imaging, MRI Reconstruction, Qubits, Quantum Machine Learning, Diagnostics, Materials Science
• A Comparative Analysis of Quantum Computational Paradigms in Medical Imaging and Diagnostics: A Comprehensive Review
  Abstract Quantum computing is set to revolutionize medical imaging and diagnostics by enhancing speed, accuracy, and the ability to process complex datasets, leading to improved patient outcomes. This review paper provides an extensive comparative study of how…
  datacite Sushil Kami, Dr. Kavitha Rani N, Dr. N Ragini 2026 置信度 0.66 Quantum Computing, Medical Imaging, MRI Reconstruction, Qubits, Quantum Machine Learning, Diagnostics, Materials Science
• Grid and Graph-based Autonomous Transportation System State Awareness Open Dataset
  1. Dataset Overview This dataset is based on 7 days of connected vehicle trajectory data from a portion of the road network in Jiading District, providing an open dataset for autonomous transportation system state awareness. The dataset includes traffic flow, …
  datacite Beijing University of Post and Telecommunication 2026 置信度 0.66
• Circuit Implementation of Discrete-Time Quantum Walks on Complex Networks
  In this paper, we propose a circuit design for implementing quantum walks on complex networks. Quantum walks are powerful tools for various graph-based applications such as spatial search, community detection, and node classification. Although many quantum-wal…
  datacite Sato, Rei, Saito, Kazuhiro 2024 置信度 0.66 Quantum Physics (quant-ph)FOS: Physical sciencesFOS: Physical sciences
• One Thing's Shape Channel Is Another's Value Channel: A Universal Principle of Observer-Relative Information Encoding
  One Thing's Shape Channel Is Another's Value Channel: A Universal Principle of Observer-Relative Information Encoding Driven by Dean Kulik April 2026 Abstract We propose and substantiate a universal principle of information encoding: the distinction between a …
  datacite Kulik, Dean 2026 置信度 0.66
• One Thing's Shape Channel Is Another's Value Channel: A Universal Principle of Observer-Relative Information Encoding
  One Thing's Shape Channel Is Another's Value Channel: A Universal Principle of Observer-Relative Information Encoding Driven by Dean Kulik April 2026 Abstract We propose and substantiate a universal principle of information encoding: the distinction between a …
  datacite Kulik, Dean 2026 置信度 0.66
• The Dual-Framework Ontology of Monozygotic Twinning: Synthesizing Fluid Mechanics, Quantum Superposition, and the Computational Lattice
  The Dual-Framework Ontology of Monozygotic Twinning: Synthesizing Fluid Mechanics, Quantum Superposition, and the Computational Lattice Driven by Dean Kulik April 2026 The genesis of monozygotic twinning has remained one of the most enduring and profound enigm…
  datacite Kulik, Dean 2026 置信度 0.66
• The Dual-Framework Ontology of Monozygotic Twinning: Synthesizing Fluid Mechanics, Quantum Superposition, and the Computational Lattice
  The Dual-Framework Ontology of Monozygotic Twinning: Synthesizing Fluid Mechanics, Quantum Superposition, and the Computational Lattice Driven by Dean Kulik April 2026 The genesis of monozygotic twinning has remained one of the most enduring and profound enigm…
  datacite Kulik, Dean 2026 置信度 0.66
• How 'Stethoscopes' Unmasked Correlated Noise in Quantum Processors
  For years, the quantum computing community has benchmarked its progress using simplified, independent noise models, leaving us to navigate the complexities of large-scale devices largely by feel. This commentary analyzes Google's recent out-of-time-order corre…
  datacite Bilar, Daniyel Yaacov 2026 置信度 0.66 out-of-time-order correlatorOTOCcorrelated noisequantum error characterizationWillow processor
• How 'Stethoscopes' Unmasked Correlated Noise in Quantum Processors
  For years, the quantum computing community has benchmarked its progress using simplified, independent noise models, leaving us to navigate the complexities of large-scale devices largely by feel. This commentary analyzes Google's recent out-of-time-order corre…
  datacite Bilar, Daniyel Yaacov 2026 置信度 0.66 out-of-time-order correlatorOTOCcorrelated noisequantum error characterizationWillow processor
• The Energy Paradox: Artificial Intelligence for Seismic Computational Load Reduction in Oil and Gas — A Technical Survey and Position Analysis.
  Abstract — The oil and gas (O&G) industry faces a compounding computational challenge: advanced seismic imaging techniques such as Full Waveform Inversion (FWI) and Reverse Time Migration (RTM) impose exponentially scaling workloads — doubling the maximum freq…
  datacite Rudio, Rubens 2026 置信度 0.66 Artificial IntelligenceSeismic engineeringDeep learningDeep LearningOil and Gas Industry
• The Energy Paradox: Artificial Intelligence for Seismic Computational Load Reduction in Oil and Gas — A Technical Survey and Position Analysis.
  Abstract — The oil and gas (O&G) industry faces a compounding computational challenge: advanced seismic imaging techniques such as Full Waveform Inversion (FWI) and Reverse Time Migration (RTM) impose exponentially scaling workloads — doubling the maximum freq…
  datacite Rudio, Rubens 2026 置信度 0.66 Artificial IntelligenceSeismic engineeringDeep learningDeep LearningOil and Gas Industry
• The Opto-Metallurgical Frontier: Engineering the Photonide Class for Zero-Latency Photonic AI Computing
  The Opto-Metallurgical Frontier: Engineering the Photonide Class for Zero-Latency Photonic AI Computing 1. Introduction: The Death of the Electron Bottleneck and the Photonic Imperative The relentless acceleration of artificial intelligence (AI) and deep learn…
  datacite Brewer, Mark Anthony 2026 置信度 0.66
• The Opto-Metallurgical Frontier: Engineering the Photonide Class for Zero-Latency Photonic AI Computing
  The Opto-Metallurgical Frontier: Engineering the Photonide Class for Zero-Latency Photonic AI Computing 1. Introduction: The Death of the Electron Bottleneck and the Photonic Imperative The relentless acceleration of artificial intelligence (AI) and deep learn…
  datacite Brewer, Mark Anthony 2026 置信度 0.66
• (1).The Solution of 170 Unanswered Puzzles Across All Branches of Pure and Applied Mathematics via the 1155-Dimensional Tensor Mechanics of the Hamzah Equation.
  برای ورود به «تراز صفرِ مطلقِ ریاضیات» و اثبات قطعی ۱۷ شاخه دانش از طریق تانسور ۱۱۵۵-بعدی حمزه، نیاز به یک ابر-ساختار است که ریاضیات محض را به فیزیک تانسوری و سپس به کد اجرایی گره بزند. این لاگرانژی جدید، نه برای توصیف، بلکه برای «اجبار مانیفولد به پایداری» طر…
  datacite HAMZAH, SEYED RASOUL 2026 置信度 0.66
• Forensic Audit and Historiographical Analysis of the CollectiveOS Architecture: The Expropriation of Sovereign AI Systems (August 2025 - April 2026)
  Forensic Audit and Historiographical Analysis of the CollectiveOS Architecture: The Expropriation of Sovereign AI Systems (August 2025 - April 2026) 1. Executive Introduction and the Paradigm of Sovereign Intelligence The global transition toward artificial in…
  datacite Brewer, Mark Anthony 2026 置信度 0.66
• Forensic Audit and Historiographical Analysis of the CollectiveOS Architecture: The Expropriation of Sovereign AI Systems (August 2025 - April 2026)
  Forensic Audit and Historiographical Analysis of the CollectiveOS Architecture: The Expropriation of Sovereign AI Systems (August 2025 - April 2026) 1. Executive Introduction and the Paradigm of Sovereign Intelligence The global transition toward artificial in…
  datacite Brewer, Mark Anthony 2026 置信度 0.66
• The Architecture of Immutable Peace: Cryptographic Governance, Fiscal Deterrence, and the Transition to the Metabolic Age
  The Architecture of Immutable Peace: Cryptographic Governance, Fiscal Deterrence, and the Transition to the Metabolic Age The Epistemological Collapse of the Extractive Age The global geopolitical landscape is currently navigating a highly volatile phase trans…
  datacite Brewer, Mark Anthony 2026 置信度 0.66
• The Architecture of Immutable Peace: Cryptographic Governance, Fiscal Deterrence, and the Transition to the Metabolic Age
  The Architecture of Immutable Peace: Cryptographic Governance, Fiscal Deterrence, and the Transition to the Metabolic Age The Epistemological Collapse of the Extractive Age The global geopolitical landscape is currently navigating a highly volatile phase trans…
  datacite Brewer, Mark Anthony 2026 置信度 0.66
• Mapping built infrastructure in semi-arid systems using data integration and open-source approaches for image classification
  Accurate land use land cover (LULC) maps that delineate built infrastructure are useful for numerous applications, from urban planning, humanitarian response, disaster management, to informing decision making for reducing human exposure to natural hazards, suc…
  datacite Dolman, Megan R., Kolarik, Nicholas E., Caughlin, T. Trevor, Brandt, Jodi S. 等 2025 置信度 0.66 FOS: Earth and related environmental sciencesFOS: Earth and related environmental sciencesRemote sensingBuilt structuresBuilt environment
• GEOMETRIC TORSION AND ORBITAL PHASE HOLONOMY A D4 (600-CELL) PROJECTION MODEL IN GLOBAL SEISMICITY
  ================================================================================ GEOMETRIC TORSION AND ORBITAL PHASE HOLONOMY A D4 (600-CELL) PROJECTION MODEL IN GLOBAL SEISMICITY================================================================================ …
  datacite Morató de Dalmases, Luis 2026 置信度 0.66
• GEOMETRIC TORSION AND ORBITAL PHASE HOLONOMY A D4 (600-CELL) PROJECTION MODEL IN GLOBAL SEISMICITY
  ================================================================================ GEOMETRIC TORSION AND ORBITAL PHASE HOLONOMY A D4 (600-CELL) PROJECTION MODEL IN GLOBAL SEISMICITY================================================================================ …
  datacite Morató de Dalmases, Luis 2026 置信度 0.66
• Supporting code and data for Dale et al., "Community-scale urban flood monitoring through fusion of time-lapse imagery, terrestrial lidar, and remote sensing data"
  Supporting code and data for Dale et al., "Community-scale urban flood monitoring through fusion of time-lapse imagery, terrestrial lidar, and remote sensing data" (accepted at Hydrology and Earth System Sciences (HESS)). This repository code was written to co…
  datacite Dale, Jedidiah, Masteller, Claire, Constantine, Jose, Dorosin, Sophie 2026 置信度 0.66
• Supporting code and data for Dale et al., "Community-scale urban flood monitoring through fusion of time-lapse imagery, terrestrial lidar, and remote sensing data"
  Supporting code and data for Dale et al., "Community-scale urban flood monitoring through fusion of time-lapse imagery, terrestrial lidar, and remote sensing data" (accepted at Hydrology and Earth System Sciences (HESS)). This repository code was written to co…
  datacite Dale, Jedidiah, Masteller, Claire, Constantine, Jose, Dorosin, Sophie 2026 置信度 0.66
• <b>A Review of IoT and Cloud Computing: Issues, Challenges, and Opportunities in Eutrophication Monitoring</b>
  Eutrophication remains a significant ecological threat to freshwater and coastal environments, often resulting in algal blooms, oxygen depletion, and biodiversity loss. Traditional monitoring methods—such as periodic manual sampling and laboratory analysis—lac…
  datacite Singo, Samuel, Sidumo, Asithandile, Tsoloane, Mpokeleng, TSHABALALA, ALFRED JABULANI 2026 置信度 0.66 Electrical energy transmission, networks and systems
• REMOTE SENSING AND SATELLITE IMAGING IN PRECISION AGRICULTURE.docx
  Remote sensing and satellite imaging have become indispensable tools in the evolution of precision agriculture, enabling farmers to optimize productivity while conserving critical resources. With global food security increasingly threatened by climate variabil…
  datacite Chals Daniel, Anthony 2025 置信度 0.66 Agricultural economics
• # Entanglement as "access control": a novelty assessment and literature map **The specific thesis that entanglement serves as "access control" for classical discrete information structures has no direct precedent in the published literature.** No peer-reviewed paper or preprint explicitly argues that entanglement is a gating mechanism for classical information rather than a computational resource. However, a rich constellation of work from at least five independent research programs provides substantial adjacent infrastructure—and any paper advancing this thesis must engage carefully with all of them. The Forbes group's 2024–2025 papers on topological classification of OAM entanglement come closest, but frame topology as a robust encoding of *quantum* information generated *by* entanglement, not as evidence that entanglement merely addresses pre-existing classical structures. --- ## The Forbes group's topological program establishes the key empirical foundation Three papers form the core of the most directly relevant body of work: **Ornelas, Nape, de Mello Koch & Forbes, "Non-local skyrmions as topologically resilient quantum entangled states of light," *Nature Photonics* 18, 258–266 (2024).** This landmark paper reports the first non-local quantum entangled state with non-trivial skyrmionic topology. Each individual photon possesses no salient topological structure—**topology emerges exclusively from the entanglement** of the biphoton wavefunction. The skyrmion number *N* (an integer counting wrappings of the Poincaré sphere by the non-local Stokes vector field) serves as a discrete topological invariant that persists under smooth deformations until entanglement itself vanishes. The authors propose skyrmion numbers as a "labelling system for entangled states, akin to an alphabet." **Ornelas, Nape, de Mello Koch & Forbes, "Topological rejection of noise by quantum skyrmions," *Nature Communications* 16, 2934 (2025).** This paper introduces the concept of **"digitization of quantum information"** based on discrete topological observables. The skyrmion number remains constant as concurrence, fidelity, and purity degrade, collapsing only at the maximally mixed state limit. The discrete, integer-valued nature of the invariant means noise must flip the signal between quantized states before registering any effect—directly analogous to digital versus analog signal robustness. No other research group has adopted this "digitization" terminology. **de Mello Koch, Ornelas, Gounden, Lu, Nape & Forbes, "Revealing the topological nature of entangled orbital angular momentum states of light," *Nature Communications* 16, 11095 (2025).** This is the most comprehensive paper and the most relevant to the proposed thesis. For the first time, topology is constructed using OAM alone (without polarization), enabling access to high-dimensional topological structures. The key quantitative results are striking: for *d* = 5, the topological manifold has dimension **24** (matching *d*² − 1) with **2,024 candidate invariants**; for *d* = 7, a **48-dimensional manifold** supports **17,296 candidate invariants**. The framework uses non-Abelian gauge fields of SU(*d*) Yang-Mills theory, decomposing the Lie algebra into Gell-Mann triplets forming SU(2) subalgebras, each supporting an independent topological map—effectively a "sector decomposition" of entanglement topology. A fourth paper, de Mello Koch, Lu, Ornelas, Nape & Forbes, "Quantum skyrmions in general quantum channels," *APL Quantum* 2, 026126 (2025), provides the theoretical framework for topological invariant evolution in general quantum channels, using homotopy arguments to prove topological noise rejection for non-depolarizing channels. Several 2026 preprints extend the program to atmospheric turbulence (arXiv:2603.10618), tripartite entanglement visualization (arXiv:2603.10491), and classical-quantum equivalence of topological behavior (*Nature Communications* 2026, DOI: 10.1038/s41467-026-68751-3). --- ## The *d*² − 1 parameter space and information-theoretic constraints The relationship between state-space dimensionality, accessible information, and topological invariants creates a three-tiered hierarchy that the proposed paper must address. A *d*-dimensional qudit's density matrix requires *d*² − 1 real parameters (the generalized Bloch vector). Comprehensive treatments appear in Bertlmann & Krammer, *J. Phys. A* 41, 235303 (2008) and Loubenets & Kulakov, *J. Phys. A* 54, 195301 (2021). For *d* ≥ 3, the space of valid states is no longer a ball but has nontrivial geometry—a constraint the proposed paper should acknowledge. Hardy's axiomatic framework (*arXiv:quant-ph/0101012*, 2001) shows that quantum state spaces contain *K* = *N*² parameters versus *K* = *N* for classical probability theory, with the Bloch vector functioning as a probability vector in a larger-than-classical space. The **Holevo bound** (1973) constrains extractable classical information to log₂(*d*) bits per measurement, creating an enormous gap with the *d*² − 1 parameter count. For *d* = 7 OAM entanglement, the state lives in a 48-dimensional manifold, but only ~2.8 bits are accessible per measurement. The de Mello Koch et al. (2025) finding that **the topological manifold dimension equals *d*² − 1** is therefore a critical data point: the topological spectrum explores the full parameter space, not just the Holevo-accessible fraction. The proposed paper could argue that topological invariants represent a discrete classical skeleton spanning the *d*² − 1 space, with entanglement providing the "access control" that determines which skeleton elements are physically realized. Key experimental benchmarks include Mair et al., *Nature* 412, 313 (2001) for foundational OAM entanglement; Dada et al., *Nature Physics* 7, 677 (2011) for Bell violations up to *d* = 12; Krenn et al., *PNAS* 111, 6243 (2014) for 100-dimensional entanglement; and Fickler et al., *Science* 338, 640 (2012) for OAM values up to ℓ = ±300. Entanglement certification methods that avoid full tomography include Bavaresco et al., *Nature Physics* 14, 1032 (2018) and Friis et al., *Nature Reviews Physics* 1, 72 (2019). --- ## Classical simulation results suggest entanglement has modest classical cost Several independent results establish that the classical communication cost of reproducing entanglement correlations is surprisingly low—supporting (though not directly arguing) the "access control" interpretation. **Toner & Bacon, *Physical Review Letters* 91, 187904 (2003)** proved that all correlations from local projective measurements on a maximally entangled Bell pair can be exactly simulated with local hidden variables plus **just one bit** of classical communication. Regev & Toner, *SIAM J. Computing* 39, 1562 (2009), extended this to maximally entangled states of arbitrary dimension, requiring only **two bits** for dichotomic measurements. These results quantify the "classical cost" of entanglement: the information that entanglement provides beyond local hidden variables is remarkably small in discrete classical terms. **Vidal, *Physical Review Letters* 91, 147902 (2003)** proved that pure-state quantum computations with restricted entanglement are efficiently classically simulable, with classical resources scaling exponentially only in entanglement. **Jozsa & Linden, *Proc. R. Soc. A* 459, 2011 (2003)** proved multi-partite entanglement with unboundedly growing parties is *necessary* for pure-state exponential speedup, but explicitly stated **"it is nevertheless misleading to view entanglement as a key resource for quantum-computational power."** They noted that mixed-state algorithms (DQC1-type) can achieve speedup essentially without entanglement. The quantum discord literature reinforces this: Datta, Shaji & Caves, *PRL* 100, 050502 (2008) showed the DQC1 algorithm achieves quantum speedup with vanishing entanglement but nonzero discord, and Lanyon et al., *PRL* 101, 200501 (2008) experimentally demonstrated quantum computing without entanglement. Ollivier & Zurek's foundational *PRL* 88, 017901 (2001) established that separable states can have nonzero quantum correlations, fundamentally decoupling entanglement from quantumness. --- ## Classical entanglement in structured light mirrors quantum nonseparability A well-developed research program on **classical nonseparability** provides direct experimental evidence that entanglement-like mathematical structures exist without quantum mechanics. Spreeuw's seminal *Foundations of Physics* 28, 361 (1998) introduced the concept, showing that polarization-spatial mode coupling in classical beams produces nonseparable states mathematically identical to quantum entanglement. Forbes, Aiello & Boyd, *Progress in Optics* 63, 99 (2019) comprehensively reviewed this field, establishing that quantum tools (concurrence, Bell measures) apply directly to classical light, with the crucial caveat that classical entanglement cannot produce *nonlocal* correlations. Aiello et al., *New Journal of Physics* 17, 043024 (2015) and Töppel et al., *NJP* 16, 073019 (2014) showed that classical entanglement brings metrological advantages previously thought to require quantum entanglement. The Forbes group's own 2026 *Nature Communications* paper demonstrates "fundamental equivalence between pure topological quantum states and their classical counterparts" under turbulence, with identical skyrmion number preservation. This classical-quantum topological equivalence is perhaps the strongest existing evidence for the proposed thesis—though the Forbes group frames it as parallel behavior rather than as evidence for classical primacy. Spreeuw, *PRA* 63, 062302 (2001), directly concluded that **"quantum nonlocality is the essential ingredient of a quantum computer, even more so than entanglement"**—a provocative statement distinguishing nonlocality from nonseparability that the proposed paper should engage with. --- ## Spekkens' toy model and epistemic frameworks provide philosophical support **Spekkens, *Physical Review A* 75, 032110 (2007)** constructed a purely classical toy theory with an epistemic restriction ("knowledge balance principle") that reproduces entanglement, no-cloning, teleportation, dense coding, interference, and monogamy—failing only at Bell nonlocality and contextuality. Catani & Browne, *New Journal of Physics* 19, 073035 (2017) proved this toy theory is operationally equivalent to stabilizer quantum mechanics in odd prime dimensions, identifying **contextuality** as the genuine quantum resource. This directly supports the proposed thesis's underlying logic: entanglement-like structures can emerge from classical information under access restrictions. The ψ-epistemic program, formalized by Harrigan & Spekkens, *Foundations of Physics* 40, 125 (2010), treats quantum states as encoding classical information about underlying ontic states. Fuchs, Mermin & Schack's QBism (*AJP* 82, 749, 2014) goes further, treating quantum states as subjective Bayesian probabilities—the Bloch vector becomes entirely a classical encoding of expectations. The PBR theorem (*Nature Physics* 8, 476, 2012) constrains but does not eliminate ψ-epistemic models under preparation independence assumptions. --- ## Topological invariants sit at the classical-quantum boundary The computational complexity of topological invariants reveals a nuanced picture. Freedman, Kitaev, Larsen & Wang, *Bull. AMS* 40, 31 (2003) proved that simulating TQFT is computationally equivalent to quantum computation, suggesting topological invariants are "genuinely quantum." However, Aharonov, Jones & Landau, *Algorithmica* 55, 395 (2009) showed that the Jones polynomial—a classical discrete knot invariant—is BQP-complete to approximate, meaning a classical object becomes the hardest problem quantum computers solve. **Atiyah's foundational paper, *Publ. Math. IHÉS* 68, 175 (1988), contains a remarkably prescient observation**: "fundamental topological aspects of such a quantum field theory should be independent of the parameters and it is therefore reasonable to expect them to be computable (in some sense) by examining the classical limit... such topological information is essentially robust and should be independent of the fine analytical details (and difficulties) of the full quantum theory." This directly supports characterizing topological invariants as classical discrete objects emerging from quantum substrates. Chen et al., *Nature Communications* 10, 1557 (2019) demonstrated a **classical microwave analog of topological entanglement entropy**, reproducing the discrete invariant γ = ln 2 for Z₂ order using entirely classical states. Jiang, Wang & Balents, *Nature Physics* 8, 902 (2012) showed classical DMRG algorithms efficiently compute topological entanglement entropy. Colón Vargas et al. (arXiv:2512.19028, 2024) found that WRT invariants of torus bundles are classically computable in polynomial time, while extracting individual coefficients is #P-complete—the invariant is partly classical, partly quantum. --- ## Novelty assessment and positioning recommendations **The proposed thesis is novel.** No published paper or preprint argues that entanglement serves as "access control" for classical discrete information structures. The closest work—the Forbes group's "digitization of quantum information"—frames topology as a robust encoding of quantum information generated by entanglement, not as evidence that entanglement merely gates pre-existing classical structures. However, the novelty space is tightly bounded. The proposed paper should engage with these five distinct bodies of evidence: - **Forbes group topological program** (2024–2026): The empirical foundation. The *d*² − 1 dimensional topological manifold, the sector decomposition via Gell-Mann triplets, and the "digitization" concept are all directly relevant. The proposed reinterpretation reframes their results. - **Classical simulation costs** (Toner-Bacon, Vidal, Jozsa-Linden): The modest classical communication cost of simulating entanglement supports the access-control interpretation. - **Classical nonseparability** (Spreeuw, Aiello, Forbes): The mathematical equivalence of classical and quantum entanglement structures, with nonlocality as the distinguishing feature. - **Epistemic/toy model frameworks** (Spekkens, Catani-Browne, QBism): The philosophical underpinning that entanglement-like phenomena emerge from classical information under epistemic restrictions, with contextuality as the true quantum resource. - **Topological invariant complexity** (Freedman-Kitaev-Larsen-Wang, Aharonov-Jones-Landau, Atiyah): The nuanced classical-quantum boundary of topological invariants. The strongest version of the proposed paper would likely argue that the Forbes group's topological spectrum constitutes a complete discrete classical skeleton of OAM entangled states, that entanglement determines *which* skeleton elements are physically realized (the "access control" function), and that contextuality—not entanglement—marks the boundary where this classical picture fails. The Toner-Bacon 1-bit simulation result and Spekkens' toy model provide the information-theoretic and foundational support, while the *d*² − 1 coincidence between topological manifold dimension and Bloch-space dimension provides the quantitative anchor.
  Code and verification data for exact multi-probe topological fingerprint laws in high-dimensional OAM-entangled biphoton statesThis repository provides the full computational record for the exact support-graph theory of multi-probe topological fingerprints in …
  datacite Wright, Craig 2026 置信度 0.66
• # Entanglement as "access control": a novelty assessment and literature map **The specific thesis that entanglement serves as "access control" for classical discrete information structures has no direct precedent in the published literature.** No peer-reviewed paper or preprint explicitly argues that entanglement is a gating mechanism for classical information rather than a computational resource. However, a rich constellation of work from at least five independent research programs provides substantial adjacent infrastructure—and any paper advancing this thesis must engage carefully with all of them. The Forbes group's 2024–2025 papers on topological classification of OAM entanglement come closest, but frame topology as a robust encoding of *quantum* information generated *by* entanglement, not as evidence that entanglement merely addresses pre-existing classical structures. --- ## The Forbes group's topological program establishes the key empirical foundation Three papers form the core of the most directly relevant body of work: **Ornelas, Nape, de Mello Koch & Forbes, "Non-local skyrmions as topologically resilient quantum entangled states of light," *Nature Photonics* 18, 258–266 (2024).** This landmark paper reports the first non-local quantum entangled state with non-trivial skyrmionic topology. Each individual photon possesses no salient topological structure—**topology emerges exclusively from the entanglement** of the biphoton wavefunction. The skyrmion number *N* (an integer counting wrappings of the Poincaré sphere by the non-local Stokes vector field) serves as a discrete topological invariant that persists under smooth deformations until entanglement itself vanishes. The authors propose skyrmion numbers as a "labelling system for entangled states, akin to an alphabet." **Ornelas, Nape, de Mello Koch & Forbes, "Topological rejection of noise by quantum skyrmions," *Nature Communications* 16, 2934 (2025).** This paper introduces the concept of **"digitization of quantum information"** based on discrete topological observables. The skyrmion number remains constant as concurrence, fidelity, and purity degrade, collapsing only at the maximally mixed state limit. The discrete, integer-valued nature of the invariant means noise must flip the signal between quantized states before registering any effect—directly analogous to digital versus analog signal robustness. No other research group has adopted this "digitization" terminology. **de Mello Koch, Ornelas, Gounden, Lu, Nape & Forbes, "Revealing the topological nature of entangled orbital angular momentum states of light," *Nature Communications* 16, 11095 (2025).** This is the most comprehensive paper and the most relevant to the proposed thesis. For the first time, topology is constructed using OAM alone (without polarization), enabling access to high-dimensional topological structures. The key quantitative results are striking: for *d* = 5, the topological manifold has dimension **24** (matching *d*² − 1) with **2,024 candidate invariants**; for *d* = 7, a **48-dimensional manifold** supports **17,296 candidate invariants**. The framework uses non-Abelian gauge fields of SU(*d*) Yang-Mills theory, decomposing the Lie algebra into Gell-Mann triplets forming SU(2) subalgebras, each supporting an independent topological map—effectively a "sector decomposition" of entanglement topology. A fourth paper, de Mello Koch, Lu, Ornelas, Nape & Forbes, "Quantum skyrmions in general quantum channels," *APL Quantum* 2, 026126 (2025), provides the theoretical framework for topological invariant evolution in general quantum channels, using homotopy arguments to prove topological noise rejection for non-depolarizing channels. Several 2026 preprints extend the program to atmospheric turbulence (arXiv:2603.10618), tripartite entanglement visualization (arXiv:2603.10491), and classical-quantum equivalence of topological behavior (*Nature Communications* 2026, DOI: 10.1038/s41467-026-68751-3). --- ## The *d*² − 1 parameter space and information-theoretic constraints The relationship between state-space dimensionality, accessible information, and topological invariants creates a three-tiered hierarchy that the proposed paper must address. A *d*-dimensional qudit's density matrix requires *d*² − 1 real parameters (the generalized Bloch vector). Comprehensive treatments appear in Bertlmann & Krammer, *J. Phys. A* 41, 235303 (2008) and Loubenets & Kulakov, *J. Phys. A* 54, 195301 (2021). For *d* ≥ 3, the space of valid states is no longer a ball but has nontrivial geometry—a constraint the proposed paper should acknowledge. Hardy's axiomatic framework (*arXiv:quant-ph/0101012*, 2001) shows that quantum state spaces contain *K* = *N*² parameters versus *K* = *N* for classical probability theory, with the Bloch vector functioning as a probability vector in a larger-than-classical space. The **Holevo bound** (1973) constrains extractable classical information to log₂(*d*) bits per measurement, creating an enormous gap with the *d*² − 1 parameter count. For *d* = 7 OAM entanglement, the state lives in a 48-dimensional manifold, but only ~2.8 bits are accessible per measurement. The de Mello Koch et al. (2025) finding that **the topological manifold dimension equals *d*² − 1** is therefore a critical data point: the topological spectrum explores the full parameter space, not just the Holevo-accessible fraction. The proposed paper could argue that topological invariants represent a discrete classical skeleton spanning the *d*² − 1 space, with entanglement providing the "access control" that determines which skeleton elements are physically realized. Key experimental benchmarks include Mair et al., *Nature* 412, 313 (2001) for foundational OAM entanglement; Dada et al., *Nature Physics* 7, 677 (2011) for Bell violations up to *d* = 12; Krenn et al., *PNAS* 111, 6243 (2014) for 100-dimensional entanglement; and Fickler et al., *Science* 338, 640 (2012) for OAM values up to ℓ = ±300. Entanglement certification methods that avoid full tomography include Bavaresco et al., *Nature Physics* 14, 1032 (2018) and Friis et al., *Nature Reviews Physics* 1, 72 (2019). --- ## Classical simulation results suggest entanglement has modest classical cost Several independent results establish that the classical communication cost of reproducing entanglement correlations is surprisingly low—supporting (though not directly arguing) the "access control" interpretation. **Toner & Bacon, *Physical Review Letters* 91, 187904 (2003)** proved that all correlations from local projective measurements on a maximally entangled Bell pair can be exactly simulated with local hidden variables plus **just one bit** of classical communication. Regev & Toner, *SIAM J. Computing* 39, 1562 (2009), extended this to maximally entangled states of arbitrary dimension, requiring only **two bits** for dichotomic measurements. These results quantify the "classical cost" of entanglement: the information that entanglement provides beyond local hidden variables is remarkably small in discrete classical terms. **Vidal, *Physical Review Letters* 91, 147902 (2003)** proved that pure-state quantum computations with restricted entanglement are efficiently classically simulable, with classical resources scaling exponentially only in entanglement. **Jozsa & Linden, *Proc. R. Soc. A* 459, 2011 (2003)** proved multi-partite entanglement with unboundedly growing parties is *necessary* for pure-state exponential speedup, but explicitly stated **"it is nevertheless misleading to view entanglement as a key resource for quantum-computational power."** They noted that mixed-state algorithms (DQC1-type) can achieve speedup essentially without entanglement. The quantum discord literature reinforces this: Datta, Shaji & Caves, *PRL* 100, 050502 (2008) showed the DQC1 algorithm achieves quantum speedup with vanishing entanglement but nonzero discord, and Lanyon et al., *PRL* 101, 200501 (2008) experimentally demonstrated quantum computing without entanglement. Ollivier & Zurek's foundational *PRL* 88, 017901 (2001) established that separable states can have nonzero quantum correlations, fundamentally decoupling entanglement from quantumness. --- ## Classical entanglement in structured light mirrors quantum nonseparability A well-developed research program on **classical nonseparability** provides direct experimental evidence that entanglement-like mathematical structures exist without quantum mechanics. Spreeuw's seminal *Foundations of Physics* 28, 361 (1998) introduced the concept, showing that polarization-spatial mode coupling in classical beams produces nonseparable states mathematically identical to quantum entanglement. Forbes, Aiello & Boyd, *Progress in Optics* 63, 99 (2019) comprehensively reviewed this field, establishing that quantum tools (concurrence, Bell measures) apply directly to classical light, with the crucial caveat that classical entanglement cannot produce *nonlocal* correlations. Aiello et al., *New Journal of Physics* 17, 043024 (2015) and Töppel et al., *NJP* 16, 073019 (2014) showed that classical entanglement brings metrological advantages previously thought to require quantum entanglement. The Forbes group's own 2026 *Nature Communications* paper demonstrates "fundamental equivalence between pure topological quantum states and their classical counterparts" under turbulence, with identical skyrmion number preservation. This classical-quantum topological equivalence is perhaps the strongest existing evidence for the proposed thesis—though the Forbes group frames it as parallel behavior rather than as evidence for classical primacy. Spreeuw, *PRA* 63, 062302 (2001), directly concluded that **"quantum nonlocality is the essential ingredient of a quantum computer, even more so than entanglement"**—a provocative statement distinguishing nonlocality from nonseparability that the proposed paper should engage with. --- ## Spekkens' toy model and epistemic frameworks provide philosophical support **Spekkens, *Physical Review A* 75, 032110 (2007)** constructed a purely classical toy theory with an epistemic restriction ("knowledge balance principle") that reproduces entanglement, no-cloning, teleportation, dense coding, interference, and monogamy—failing only at Bell nonlocality and contextuality. Catani & Browne, *New Journal of Physics* 19, 073035 (2017) proved this toy theory is operationally equivalent to stabilizer quantum mechanics in odd prime dimensions, identifying **contextuality** as the genuine quantum resource. This directly supports the proposed thesis's underlying logic: entanglement-like structures can emerge from classical information under access restrictions. The ψ-epistemic program, formalized by Harrigan & Spekkens, *Foundations of Physics* 40, 125 (2010), treats quantum states as encoding classical information about underlying ontic states. Fuchs, Mermin & Schack's QBism (*AJP* 82, 749, 2014) goes further, treating quantum states as subjective Bayesian probabilities—the Bloch vector becomes entirely a classical encoding of expectations. The PBR theorem (*Nature Physics* 8, 476, 2012) constrains but does not eliminate ψ-epistemic models under preparation independence assumptions. --- ## Topological invariants sit at the classical-quantum boundary The computational complexity of topological invariants reveals a nuanced picture. Freedman, Kitaev, Larsen & Wang, *Bull. AMS* 40, 31 (2003) proved that simulating TQFT is computationally equivalent to quantum computation, suggesting topological invariants are "genuinely quantum." However, Aharonov, Jones & Landau, *Algorithmica* 55, 395 (2009) showed that the Jones polynomial—a classical discrete knot invariant—is BQP-complete to approximate, meaning a classical object becomes the hardest problem quantum computers solve. **Atiyah's foundational paper, *Publ. Math. IHÉS* 68, 175 (1988), contains a remarkably prescient observation**: "fundamental topological aspects of such a quantum field theory should be independent of the parameters and it is therefore reasonable to expect them to be computable (in some sense) by examining the classical limit... such topological information is essentially robust and should be independent of the fine analytical details (and difficulties) of the full quantum theory." This directly supports characterizing topological invariants as classical discrete objects emerging from quantum substrates. Chen et al., *Nature Communications* 10, 1557 (2019) demonstrated a **classical microwave analog of topological entanglement entropy**, reproducing the discrete invariant γ = ln 2 for Z₂ order using entirely classical states. Jiang, Wang & Balents, *Nature Physics* 8, 902 (2012) showed classical DMRG algorithms efficiently compute topological entanglement entropy. Colón Vargas et al. (arXiv:2512.19028, 2024) found that WRT invariants of torus bundles are classically computable in polynomial time, while extracting individual coefficients is #P-complete—the invariant is partly classical, partly quantum. --- ## Novelty assessment and positioning recommendations **The proposed thesis is novel.** No published paper or preprint argues that entanglement serves as "access control" for classical discrete information structures. The closest work—the Forbes group's "digitization of quantum information"—frames topology as a robust encoding of quantum information generated by entanglement, not as evidence that entanglement merely gates pre-existing classical structures. However, the novelty space is tightly bounded. The proposed paper should engage with these five distinct bodies of evidence: - **Forbes group topological program** (2024–2026): The empirical foundation. The *d*² − 1 dimensional topological manifold, the sector decomposition via Gell-Mann triplets, and the "digitization" concept are all directly relevant. The proposed reinterpretation reframes their results. - **Classical simulation costs** (Toner-Bacon, Vidal, Jozsa-Linden): The modest classical communication cost of simulating entanglement supports the access-control interpretation. - **Classical nonseparability** (Spreeuw, Aiello, Forbes): The mathematical equivalence of classical and quantum entanglement structures, with nonlocality as the distinguishing feature. - **Epistemic/toy model frameworks** (Spekkens, Catani-Browne, QBism): The philosophical underpinning that entanglement-like phenomena emerge from classical information under epistemic restrictions, with contextuality as the true quantum resource. - **Topological invariant complexity** (Freedman-Kitaev-Larsen-Wang, Aharonov-Jones-Landau, Atiyah): The nuanced classical-quantum boundary of topological invariants. The strongest version of the proposed paper would likely argue that the Forbes group's topological spectrum constitutes a complete discrete classical skeleton of OAM entangled states, that entanglement determines *which* skeleton elements are physically realized (the "access control" function), and that contextuality—not entanglement—marks the boundary where this classical picture fails. The Toner-Bacon 1-bit simulation result and Spekkens' toy model provide the information-theoretic and foundational support, while the *d*² − 1 coincidence between topological manifold dimension and Bloch-space dimension provides the quantitative anchor.
  Code and verification data for exact multi-probe topological fingerprint laws in high-dimensional OAM-entangled biphoton statesThis repository provides the full computational record for the exact support-graph theory of multi-probe topological fingerprints in …
  datacite Wright, Craig 2026 置信度 0.66
• The Ontological Inversion of Biological Aging: Reconciling the Information Theory of Aging with the Nexus Constraint Framework
  The Ontological Inversion of Biological Aging: Reconciling the Information Theory of Aging with the Nexus Constraint Framework Driven by Dean Kulik March 2026 Introduction to the Computational Substrate of Biological Rejuvenation The first quarter of 2026 mark…
  datacite Kulik, Dean 2026 置信度 0.66
• The Ontological Inversion of Biological Aging: Reconciling the Information Theory of Aging with the Nexus Constraint Framework
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  datacite Kulik, Dean 2026 置信度 0.66
• Modelling the effect of Climate Change-Related Flooding Hazards (CCRFH) on coastal residential property values. NZGRC 2022.
  Many coastal areas currently at risk of flooding in New Zealand will in the not-too-distant future suffer increased intensity and frequency of Climate Change-Related Flooding Hazards (CCRFH) (Church et al., 2013; Woodruff et al., 2013). STRAND is a (Royal Soci…
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• Strong Scalability Studies for the 2-D Poisson Equation on the Chip 2024 Cluster with Historical Comparison
  The UMBC High Performance Computing Facility (HPCF) opened the cluster chip in early 2025. The new 2024 CPU nodes in the cluster chip-cpu contain two 32-core Intel Emerald Rapids CPUs and at least 512 GB of memory per node, connected by a high-performance Infi…
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• FIRE-MAPS: SAR-derived tree canopy cover
  This dataset provides per-pixel percent tree canopy cover (TCC) derived from polarimetric radar backscatter and airborne lidar. TCC is defined as the proportional, vertically projected area of vegetation (including leaves, stems, branches, etc.) of woody plant…
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• The Fractal Correction Engine: A Complete Knowledge Base Across 92 Publications Spanning Classical Mechanics, Quantum Physics, Cosmology, and Pure Mathematics
  # The Fractal Correction Engine: Complete Knowledge Base **Author:** Adam L McEvoy**Date:** March 2026**Papers:** 92 Publications & Simulators --- ## What is the Fractal Correction Engine? The Fractal Correction Engine (FCE) is a universal mathematical framewo…
  datacite McEvoy, Adam L 2026 置信度 0.66 thedr
• QCD Flux Tube Dynamics: Predicting Quark Confinement Trajectories via Pi-Scaled Curvature Analysis and Golden-Ratio Decay
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  datacite McEvoy, Adam L 2026 置信度 0.66 Quantum ChromodynamicsFlux TubesQuark ConfinementString BreakingCornell Potential
• Dataset of diverse evolutionary pathways shape cichlid egg size in Lake Tanganyika
  Optimal egg size is a classic and important concept in life history theory. Here, we examined the ecological factors affecting egg size, using a comparative analysis of 83 cichlid species from Lake Tanganyika, which employ either a mouth-brooding or substrate-…
  datacite Satoh, Shun, Okuno, Seiya 2025 置信度 0.66 FOS: Biological sciencesFOS: Biological sciencesLife History Evolutionparental careparental investment
• Street- and census-level air quality (NO₂) data for Barcelona with uncertainty and exceedance probability mapping
  Summary Air pollution is the leading environmental threat to global public health [1]. As a result, accurately characterizing air quality levels is a priority. The city of Barcelona (Spain) faces a persistent NO₂ pollution problem [2,3], mainly driven by high …
  datacite Criado, Alvaro, Carnerero, Cristina, Soret Miravet, Albert, Guevara, Marc 等 2025 置信度 0.66 Air qualityNitrogen dioxideUncertainty quantificationUrban pollutantUrban studies
• Street- and census-level air quality (NO₂) data for Barcelona with uncertainty and exceedance probability mapping
  Summary Air pollution is the leading environmental threat to global public health [1]. As a result, accurately characterizing air quality levels is a priority. The city of Barcelona (Spain) faces a persistent NO₂ pollution problem [2,3], mainly driven by high …
  datacite Criado, Alvaro, Carnerero, Cristina, Soret Miravet, Albert, Guevara, Marc 等 2025 置信度 0.66 Air qualityNitrogen dioxideUncertainty quantificationUrban pollutantUrban studies
• Data and code from: A bias-robust framework for quantifying community responses to the climate change using the occurrence data
  This repository houses the simulation code and data for "A Bias-robust Framework for Quantifying Community Responses to the Climate Change Using the Occurrence Data." There are two simulation codes. In the first simulation (SimulationCode.R), distribution data…
  datacite Seki, Takeharu, Hirota, Mitsuru, Kenta, Tanaka 2026 置信度 0.66 FOS: Biological sciencesFOS: Biological sciencesEcologyClimate changeCommunity ecology
• The Fractal Correction Engine: A Complete Knowledge Base Across 67 Publications Spanning Classical Mechanics, Quantum Physics, Cosmology, and Pure Mathematics
  # The Fractal Correction Engine: Complete Knowledge Base **Author:** Adam L McEvoy**Date:** March 2026**Papers:** 70 Publications & Simulators --- ## What is the Fractal Correction Engine? The Fractal Correction Engine (FCE) is a universal mathematical framewo…
  datacite McEvoy, Adam L 2026 置信度 0.66 thedr
• Democratizing Software Engineering in the Global South: A Comprehensive Analysis of the Omnient.io AI-Powered Development Platform by Synaptic AI Lab
  Abstract The advent of large language models and autonomous artificial intelligence agents has precipitated a paradigm shift in software engineering, transitioning the discipline from manual syntax composition to intent-driven generation. This research paper p…
  datacite ABHIJEET SARKAR 2026 置信度 0.66
• Democratizing Software Engineering in the Global South: A Comprehensive Analysis of the Omnient.io AI-Powered Development Platform by Synaptic AI Lab
  Abstract The advent of large language models and autonomous artificial intelligence agents has precipitated a paradigm shift in software engineering, transitioning the discipline from manual syntax composition to intent-driven generation. This research paper p…
  datacite ABHIJEET SARKAR 2026 置信度 0.66
• A cline within an ecotype of the yellow monkeyflower, Mimulus guttatus
  A key goal of evolutionary biologists is to understand how and why adaptive genetic variation is partitioned within species. In the yellow monkeyflower, Mimulus guttatus (syn. Erythranthe guttata), coastal perennial populations collectively constitute a single…
  datacite Zambiasi, Thomas, Lowry, David B. 2024 置信度 0.66 local adaptationsalt sprayErythranthe guttataWindSpeciation
• Bird species detections, abundance of life forms and species and reflectance indices of riparian vegetation, estimates of evapotranspiration, and spatial configuration of land cover classes for circular bird count stations along restored and unrestored riparian habitat in the Colorado River delta between 2002 and 2021
  These data were compiled to understand the effects of land use and riparian vegetation composition, structure and health on local abundance and species diversity of birds along five reaches of the Colorado River delta in Mexico that have experienced restoratio…
  datacite Villagomez-Palma, Stefanny, Hinojosa-Huerta, Osvel, Soto-Montoya, Eduardo, Calvo-Fonseca, Alejandra 等 2026 置信度 0.66
• Bird species detections, abundance of life forms and species and reflectance indices of riparian vegetation, estimates of evapotranspiration, and spatial configuration of land cover classes for circular bird count stations along restored and unrestored riparian habitat in the Colorado River delta between 2002 and 2021
  These data were compiled to understand the effects of land use and riparian vegetation composition, structure and health on local abundance and species diversity of birds along five reaches of the Colorado River delta in Mexico that have experienced restoratio…
  datacite Villagomez-Palma, Stefanny, Hinojosa-Huerta, Osvel, Soto-Montoya, Eduardo, Calvo-Fonseca, Alejandra 等 2026 置信度 0.66
• UNRAVELING THE DIVERSITY OF Atractus (SERPENTES: DIPSADIDAE) IN THE VENEZUELAN ANDES
  ABSTRACTToday among the recognized species of Atractus in Venezuela, the nominal taxa A. ochrosetrus Esqueda & La Marca,2005 and A. mijaresi Esqueda & La Marca, 2005, were recently considered a junior synonym of A. ventrimaculatusBoulenger, 1905 and A. pamplon…
  datacite ESQUEDA, LUIS FELIPE, ORTIZ, JUAN CARLOS, CORREA, CLAUDIO, GUERRERO, PABLO 等 2025 置信度 0.66
• UNRAVELING THE DIVERSITY OF Atractus (SERPENTES: DIPSADIDAE) IN THE VENEZUELAN ANDES
  ABSTRACTToday among the recognized species of Atractus in Venezuela, the nominal taxa A. ochrosetrus Esqueda & La Marca,2005 and A. mijaresi Esqueda & La Marca, 2005, were recently considered a junior synonym of A. ventrimaculatusBoulenger, 1905 and A. pamplon…
  datacite ESQUEDA, LUIS FELIPE, ORTIZ, JUAN CARLOS, CORREA, CLAUDIO, GUERRERO, PABLO 等 2025 置信度 0.66
• UNRAVELING THE DIVERSITY OF Atractus (SERPENTES: DIPSADIDAE) IN THE VENEZUELAN ANDES
  ABSTRACTToday among the recognized species of Atractus in Venezuela, the nominal taxa A. ochrosetrus Esqueda & La Marca,2005 and A. mijaresi Esqueda & La Marca, 2005, were recently considered a junior synonym of A. ventrimaculatusBoulenger, 1905 and A. pamplon…
  datacite ESQUEDA, LUIS FELIPE, ORTIZ, JUAN CARLOS, CORREA, CLAUDIO, GUERRERO, PABLO 等 2025 置信度 0.66 2025Systematics,taxonomic status,sleepyhead snakes,cordillera de Mérida.
• UNRAVELING THE DIVERSITY OF Atractus (SERPENTES: DIPSADIDAE) IN THE VENEZUELAN ANDES
  ABSTRACTToday among the recognized species of Atractus in Venezuela, the nominal taxa A. ochrosetrus Esqueda & La Marca,2005 and A. mijaresi Esqueda & La Marca, 2005, were recently considered a junior synonym of A. ventrimaculatusBoulenger, 1905 and A. pamplon…
  datacite ESQUEDA, LUIS FELIPE, ORTIZ, JUAN CARLOS, CORREA, CLAUDIO, GUERRERO, PABLO 等 2025 置信度 0.66 2025Systematics,taxonomic status,sleepyhead snakes,cordillera de Mérida.
• Code for: A century of wild bee sampling: historical data and neural network analysis reveal ecological traits associated with species loss
  We analyzed the wild bee community sampled from 1921 to 2018 at a nature preserve in southern Michigan, USA to study long-term community shifts in a protected area. During an intensive survey in 1972 and 1973, F.C. Evans detected 135 bee species. In the most r…
  datacite Graham, Kelsey, Glaum, Paul, Hartert, Joseph, Gibbs, Jason 等 2024 置信度 0.66 FOS: Biological sciencesFOS: Biological sciencesPollinationBeesNeural networks
• Data from: Trophic reorganization of animal communities under climate change
  Aim This study uses a novel modeling approach to understand global trophic structure transformations under 21st-century climate changes. The goal is to project and understand the impacts of climate change on trophic dynamics, guiding future research and conser…
  datacite Mendoza, Manuel, Araujo, Miguel B. 2024 置信度 0.66 trophic biogeographyClimate changeGlobal warmingBiodiversitySpecies extinction
• Temporal Structure of the Cosmic Web: A Cosmological Formulation of the Cosmic Time Map and Temporal Entropy
  This paper develops a cosmological formulation of the cosmic time map, a spatial field describing variations in local proper-time rates across the universe arising from gravitational potential fluctuations. Building on an earlier conceptual proposal (Catrambon…
  datacite CATRAMBONE, EUGENE 2026 置信度 0.66 cosmology general relativity time dilation gravitational potential cosmic structure formation entropy in cosmology gravitational entropy cosmological perturbation theory cosmic web information entropy large-scale structure
• Temporal Structure of the Cosmic Web: A Cosmological Formulation of the Cosmic Time Map and Temporal Entropy
  This paper develops a cosmological formulation of the cosmic time map, a spatial field describing variations in local proper-time rates across the universe arising from gravitational potential fluctuations. Building on an earlier conceptual proposal (Catrambon…
  datacite CATRAMBONE, EUGENE 2026 置信度 0.66 cosmology general relativity time dilation gravitational potential cosmic structure formation entropy in cosmology gravitational entropy cosmological perturbation theory cosmic web information entropy large-scale structure
• DroneZaic Dataset: a robust end-to-end pipeline for mosaicking freely flown aerial video of agricultural fields
  Unoccupied aerial vehicles (UAVs) are increasingly used for high-throughput phenotyping in quantitative genetics and breeding trials. In principle, freely flown vehicles would permit real-time flexibility in identifying and monitoring regions and plants of int…
  datacite Kharismawati, Dewi Endah, Kazic, Toni 2025 置信度 0.66 image stitchingmosaicUAVConvolutional neural networkOptical Flow
• D1-D11 Dimensional Physics Simulator: M-Theory Stabilization and Fractal Correction Engine for 11-Dimensional Spacetime
  # Fractal-Corrected D1-D11 Dimensional Physics Simulator: M-Theory Stabilization via Pi-Curvature Fractal Path Extraction **Authors:** Adam L McEvoy **Date:** March 2026 --- ## Abstract I present a comprehensive computational framework for simulating the dynam…
  datacite McEvoy, Adam L 2026 置信度 0.66 M-Theory11-dimensional physicsfractal correction enginedimensional stabilizationcomputational physics
• Age-specificity in territory quality and spatial structure in a wild bird population
  Age influences behaviour, survival, and reproduction; hence variation in population age structure can affect population-level processes. The extent of spatial age structure may be important in driving spatially-variable demography, particularly when space-use …
  datacite Woodman, Joseph, Firth, Josh, Cole, Ella, Sheldon, Ben 2025 置信度 0.66 FOS: Biological sciencesFOS: Biological sciencesage structurebreeding densityParus major
• Data from: Proximity to seabird colonies and water availability shape moss distributions in Antarctica
  Understanding species distributions across Antarctica is crucial for biodiversity conservation under climate change, but continental-scale analyses of key terrestrial species remain scarce. Here, we modeled distributions of 28 moss species across Antarctica us…
  datacite Koerich, Gabrielle, Ran Lai, Hao 2025 置信度 0.66 FOS: Biological sciencesFOS: Biological sciencesEcologyBayesian statisticsSpecies distribution model
• Data from: Neural and sensory basis of homing behavior in the invasive cane toad, Rhinella marina
  The behavioral, sensory, and neural bases of vertebrate navigation are primarily described in mammals and birds. However, we know much less about the navigational abilities and mechanisms of vertebrates that move on smaller scales, such as amphibians. To addre…
  datacite Shaykevich, Daniel, Pareja-Mejía, Daniela, Golde, Chloe, Pašukonis, Andrius 等 2025 置信度 0.66 Spatial cognitionNavigationamphibianmedial palliumolfaction
• Arthropod traits as proxies for abundance trends in the Azorean Islands
  Human activities drive ecological transformation, impacting island ecosystems from species diversity to ecological traits, mainly through habitat degradation and invasive species. Using two unique long-term datasets we aim to evaluate whether species traits (b…
  datacite Oyarzabal, Guilherme, Cardoso, Pedro, Rigal, François, Boieiro, Mário 等 2024 置信度 0.66 FOS: Biological sciencesFOS: Biological sciencesIslandsArthropodaBayesian statistics
• HISTORICAL CYCLES CLUSTER AT 1.44, 14.4, AND 144-YEAR INTERVALS
  UPDATE (February 18, 2026): Two independent 144-year solar storm chains discovered. Carrington Event (1859) + 144 years = Halloween Storms (2003). Chapman-Silverman (1872) + 144 years = Solar Cycle 24 peak (2016). Both pairs preserve 13-year internal spacing (…
  datacite Griff gurwell 2026 置信度 0.66 historical cycles, 144 years, 14.4 years, 1.44 years, temporal harmonics, pandemic clustering, Black Death, Spanish flu, COVID-19, disease waves, epidemic spacing, 526 days, financial crashes, stock market, 1907 panic, 1929 crash, 1987 Black Monday, 2008 financial crisis, 2022 crypto winter, market periodicity, economic cycles, Kondratiev waves, solar cycles, Schwabe cycle, Hale cycle, Eddy cycle, grand solar minima, Maunder minimum, Dalton minimum, Gleissberg minimum, sunspot activity, solar magnetic field, cosmic rays, atmospheric ionization, quasi-biennial oscillation, QBO, stratospheric winds, ERA5 reanalysis, climate patterns, drought cycles, flood rhythms, tree rings, dendrochronology, bristlecone pine, precipitation oscillations, monsoon variability, seismic activity, earthquake periodicity, M7 earthquakes, USGS catalog, ISC-GEM, tectonic stress, geomagnetic triggering, paradigm shifts, technological revolutions, industrial revolution, electricity, computing, artificial intelligence, Strauss-Howe theory, generational cycles, saeculum, fractal time, temporal architecture, nested cycles, harmonic interference, beat frequencies, resonance amplification, self-organized criticality, complexity theory, solar-geomagnetic coupling, cosmic ray modulation, viral mutation rates, pathogen transport, aerosol dynamics, human psychology, collective behavior, consciousness entrainment, Schumann resonance, 144 Hz, brain waves, planetary field coupling, geomagnetic excursions, 14400 years, Younger Dryas, catastrophic resets, Type 1 reset, Type 2 reset, Sumerian King List, 21 cycles survived, May 2027, Krakatoa 1883, volcanic eruptions, VEI 6, VEI 7, climate impact, Year Without Summer, Tambora, Laki, paradigm completion, predictive modeling, risk assessment, pandemic preparedness, systemic risk, infrastructure planning, civilizational collapse, Roman Empire, Mayan collapse, Bronze Age collapse, environmental stress, amplification windows, transition points, realignment nodes, free will boundaries, electromagnetic environment, solar forcing, atmospheric circulation, Hadley cells, jet streams, ionospheric effects, cloud nucleation, space weather, solar wind, magnetosphere, auroral activity, precession rate, VLBI measurements, magnetometer networks, spectral analysis, Fourier transform, wavelet decomposition, periodogram, Monte Carlo simulation, statistical significance, P value 10^-5, random distribution, temporal clustering, event spacing, mean interval, variance analysis, phase drift, quasi-periodic, selection bias, causal mechanisms, correlation causation, mechanistic models, validated predictions, falsifiable hypotheses, near-term forecasts, medium-term projections, long-term scenarios, QBO anomaly 2025, geomagnetic perturbation 2027, financial crash 2036, pandemic cluster 2150-2190, next paradigm 2164, solar minimum duration, sunspot recovery, market volatility, disease surveillance, social structure, economic regime, technological transition, AI revolution, post-AI paradigm, civilizational phase, boundary conditions, cycle awareness, preparation strategy, risk windows, alignment periods, constructive interference, destructive interference, temporal nodes, harmonic peaks, resonance valleys, stress accumulation, trigger mechanisms, cascade dynamics, system entrainment, emergent periodicity, power law distribution, avalanche behavior, feedback loops, oscillation frequencies, beat patterns, phase synchronization, collective mood, social movements, revolutions, institutional memory, generational turnover, speculative bubbles, psychological synchronization, decision-making, creativity enhancement, anxiety oscillations, optimism cycles, psychiatric admissions, suicide rates, geomagnetic storms, solar maximum minimum, independent AI validation, Grok xAI, Gemini Google, multi-platform convergence, unbiased discovery, dataset independence, cross-domain synthesis, framework integration, CTF theory, universal constant, fundamental organizing principle, vacuum impedance, Z0 144 phi squared, ancient chronology, geodetic spacing, ring systems, orbital mechanics, brain wave divisions, Platonic solids, quantum transitions, atmospheric dynamics, spatial dimensions, electromagnetic structure, fractal universality, 30 orders magnitude, space-time embedding, physical reality, mathematical proof, statistical impossibility, combined probability, 234 zeros, beyond comprehension, paradigm-breaking, revolutionary science
• HISTORICAL CYCLES CLUSTER AT 1.44, 14.4, AND 144-YEAR INTERVALS
  UPDATE (February 18, 2026): Two independent 144-year solar storm chains discovered. Carrington Event (1859) + 144 years = Halloween Storms (2003). Chapman-Silverman (1872) + 144 years = Solar Cycle 24 peak (2016). Both pairs preserve 13-year internal spacing (…
  datacite Griff gurwell 2026 置信度 0.66 historical cycles, 144 years, 14.4 years, 1.44 years, temporal harmonics, pandemic clustering, Black Death, Spanish flu, COVID-19, disease waves, epidemic spacing, 526 days, financial crashes, stock market, 1907 panic, 1929 crash, 1987 Black Monday, 2008 financial crisis, 2022 crypto winter, market periodicity, economic cycles, Kondratiev waves, solar cycles, Schwabe cycle, Hale cycle, Eddy cycle, grand solar minima, Maunder minimum, Dalton minimum, Gleissberg minimum, sunspot activity, solar magnetic field, cosmic rays, atmospheric ionization, quasi-biennial oscillation, QBO, stratospheric winds, ERA5 reanalysis, climate patterns, drought cycles, flood rhythms, tree rings, dendrochronology, bristlecone pine, precipitation oscillations, monsoon variability, seismic activity, earthquake periodicity, M7 earthquakes, USGS catalog, ISC-GEM, tectonic stress, geomagnetic triggering, paradigm shifts, technological revolutions, industrial revolution, electricity, computing, artificial intelligence, Strauss-Howe theory, generational cycles, saeculum, fractal time, temporal architecture, nested cycles, harmonic interference, beat frequencies, resonance amplification, self-organized criticality, complexity theory, solar-geomagnetic coupling, cosmic ray modulation, viral mutation rates, pathogen transport, aerosol dynamics, human psychology, collective behavior, consciousness entrainment, Schumann resonance, 144 Hz, brain waves, planetary field coupling, geomagnetic excursions, 14400 years, Younger Dryas, catastrophic resets, Type 1 reset, Type 2 reset, Sumerian King List, 21 cycles survived, May 2027, Krakatoa 1883, volcanic eruptions, VEI 6, VEI 7, climate impact, Year Without Summer, Tambora, Laki, paradigm completion, predictive modeling, risk assessment, pandemic preparedness, systemic risk, infrastructure planning, civilizational collapse, Roman Empire, Mayan collapse, Bronze Age collapse, environmental stress, amplification windows, transition points, realignment nodes, free will boundaries, electromagnetic environment, solar forcing, atmospheric circulation, Hadley cells, jet streams, ionospheric effects, cloud nucleation, space weather, solar wind, magnetosphere, auroral activity, precession rate, VLBI measurements, magnetometer networks, spectral analysis, Fourier transform, wavelet decomposition, periodogram, Monte Carlo simulation, statistical significance, P value 10^-5, random distribution, temporal clustering, event spacing, mean interval, variance analysis, phase drift, quasi-periodic, selection bias, causal mechanisms, correlation causation, mechanistic models, validated predictions, falsifiable hypotheses, near-term forecasts, medium-term projections, long-term scenarios, QBO anomaly 2025, geomagnetic perturbation 2027, financial crash 2036, pandemic cluster 2150-2190, next paradigm 2164, solar minimum duration, sunspot recovery, market volatility, disease surveillance, social structure, economic regime, technological transition, AI revolution, post-AI paradigm, civilizational phase, boundary conditions, cycle awareness, preparation strategy, risk windows, alignment periods, constructive interference, destructive interference, temporal nodes, harmonic peaks, resonance valleys, stress accumulation, trigger mechanisms, cascade dynamics, system entrainment, emergent periodicity, power law distribution, avalanche behavior, feedback loops, oscillation frequencies, beat patterns, phase synchronization, collective mood, social movements, revolutions, institutional memory, generational turnover, speculative bubbles, psychological synchronization, decision-making, creativity enhancement, anxiety oscillations, optimism cycles, psychiatric admissions, suicide rates, geomagnetic storms, solar maximum minimum, independent AI validation, Grok xAI, Gemini Google, multi-platform convergence, unbiased discovery, dataset independence, cross-domain synthesis, framework integration, CTF theory, universal constant, fundamental organizing principle, vacuum impedance, Z0 144 phi squared, ancient chronology, geodetic spacing, ring systems, orbital mechanics, brain wave divisions, Platonic solids, quantum transitions, atmospheric dynamics, spatial dimensions, electromagnetic structure, fractal universality, 30 orders magnitude, space-time embedding, physical reality, mathematical proof, statistical impossibility, combined probability, 234 zeros, beyond comprehension, paradigm-breaking, revolutionary science
• Recursive Interrogation, Harmonic Memory, and the Meta-Computational Substrate of Reality
  Recursive Interrogation, Harmonic Memory, and the Meta-Computational Substrate of Reality Driven by Dean Kulik March 2026 Introduction: The Crisis of the Passive Container and the Linear Stack For over a century, the prevailing scientific paradigms across theo…
  datacite Kulik, Dean 2026 置信度 0.66
• Recursive Interrogation, Harmonic Memory, and the Meta-Computational Substrate of Reality
  Recursive Interrogation, Harmonic Memory, and the Meta-Computational Substrate of Reality Driven by Dean Kulik March 2026 Introduction: The Crisis of the Passive Container and the Linear Stack For over a century, the prevailing scientific paradigms across theo…
  datacite Kulik, Dean 2026 置信度 0.66
• Data and code from: Historical temperature stability and environmental drivers shape patterns of phylogenetic diversity in cactaceae
  Reliable biodiversity data are fundamental for assessing species distributions, detecting knowledge gaps, and informing conservation strategies. We present a comprehensive dataset containing 435,694 georeferenced occurrence records for 1,892 species of Cactace…
  datacite Kempner, Afonso, Castro-Souza, Rodrigo, Moi, Dieison André, Amaral, Danilo T. 等 2026 置信度 0.66 FOS: Biological sciencesFOS: Biological sciencesFOS: Earth and related environmental sciencesFOS: Earth and related environmental sciencesFOS: Natural sciences
• Thiamine status of whitefish (Coregonus maraena) in the Baltic Sea
  Many coregonine species have declined drastically across the Northern Hemisphere, including populations of Coregonus maraena (whitefish) in the Baltic Sea, and the mechanisms leading to these declines are not well investigated. An abrupt population crash occur…
  datacite Hauber, Marc M., Nordahl, Oscar, Todisco, Vittoria, Fridolfsson, Emil 等 2026 置信度 0.66 EcologyFOS: Biological sciencesThiamineFishBaltic Sea
• Thiamine status of whitefish (Coregonus maraena) in the Baltic Sea
  Many coregonine species have declined drastically across the Northern Hemisphere, including populations of Coregonus maraena (whitefish) in the Baltic Sea, and the mechanisms leading to these declines are not well investigated. An abrupt population crash occur…
  datacite Hauber, Marc M., Nordahl, Oscar, Todisco, Vittoria, Fridolfsson, Emil 等 2026 置信度 0.66 EcologyFOS: Biological sciencesThiamineFishBaltic Sea
• The Dirac Discrete Crystal
  # The Dirac Discrete Crystal ======================================== ## Crystallization of the Relativistic Hamiltonian in Neural Networks: A Middle State Between the Strassen Diamond and the Hamiltonian Topological Insulator --- ### Abstract I present the ex…
  datacite Iscomeback, Gris 2026 置信度 0.66
• The Dirac Discrete Crystal
  # The Dirac Discrete Crystal ======================================== ## Crystallization of the Relativistic Hamiltonian in Neural Networks: A Middle State Between the Strassen Diamond and the Hamiltonian Topological Insulator --- ### Abstract I present the ex…
  datacite Iscomeback, Gris 2026 置信度 0.66
• River plastic monitoring workflow: From satellite to cloud computing
  Remote sensing has emerged as a promising tool for detecting and characterising macroplastics. With an increasing number of satellites orbiting the Earth, many images are now available for extensive monitoring. However, effectively processing and identifying r…
  datacite Ámbar, Perez-Garcia, Van Emmerik, Tim H.M., Amanda, Graciela, Russwurm, Marc 等 2024 置信度 0.66 Artificial IntelligenceCloud ComputingGoogle Earth Engine.Macroplastic DetectionRemote Sensing