Vol. 1 No. 3 (2026)

Published August 1, 2026
Regular Issue 2026 08

Regular Issue 2026 08

Articles

Amelia Reynolds, Frederick Harris, Claire Dubois (Author)
Graph-Informed Discovery of Durable Multisite Oxygen-Reduction Catalysts
Michael Anderson, James Carter, David Miller (Author)
VAST-FCL: Verifiable Sparse-Task Federated Continual Unlearning for Cross-Institutional Educational AI
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Weijie Tan, Amanda Li (Author)
Learning Spatiotemporal Representations of Irregular Urban Traffic Flows
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Mark Porter, Peter Freeman, Richard Ellis (Author)
Latency Aware Deployment of Road Caption Services
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George Anderson, Daniel Morgan, Xavier Coleman (Author)
Reflective Vision-Language Reasoning for Catalyst Interface Diagnosis
Daan de Vries, Marieke van den Berg (Author)
Mechanistic State Transition Inference for Fault Isolation in Chemical Process Operations
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Victor Harrison, Ulysses Grant, Xavier Coleman (Author)
Personalized Graph Recommendation for Electrocatalyst Synthesis Planning
Adrian Chun-Ho Wong, Natalie Hoi-Yan Chan (Author)
Memory-Regularized Stream Clustering for Anomaly Detection in Edge Video Analytics Metrics
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Mark Porter, Peter Freeman, Richard Ellis (Author)
Evidence Boundaries and Benchmark Design for Traceable Graph, Multimodal, And Systems Methods For Interdisciplinary Decision Support: With Interpretable Escalation And Recovery in Model Development
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Robert L Perry, York Spencer, Chen Jiahao (Author)
Multiview Domain Adaptation in Polymer and Electrocatalyst Informatics
Daniel Thompson, Rachel Bennett, Christopher Wilson (Author)
Metric Interaction Learning for Performance Incident Discovery in Non-Stationary Cloud Services
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Lena Hoffmann, Jonas Becker, Matthias Weber (Author)
Predictive Learning Analytics for Participation Risk in Community Education Programs
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Andrew Miller, George Anderson, Xavier Coleman (Author)
Prompt-Efficient Graph Reasoning for Sustainable Materials Design
Anna Keller, Lukas Meier (Author)
Multi-Turbine Dependency Reconstruction for Non-Stationary Wind Farm Operation Anomaly Detection
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Anna Müller, Lukas Schneider, Julia Weber (Author)
Beyond Attendance: Measuring Cultural Participation Through Longitudinal Learning Records
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Eric Morris, Brian Rogers, Steven Reed (Author)
Responsible Automation and Governance for Carbon-Nanotube Desalination Membranes: Measurement and Comparator Design
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Timothy Cook, Patrick Morgan, Zachary Bell (Author)
Uncertainty-Aware Decision Support for Photo-Fenton Hydrogen and Remediation Systems: Measurement and Comparator Design
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Robert Wilson, Daniel Thompson, Matthew Collins (Author)
FairErase-FCL: Fairness-Aware Federated Continual Unlearning under Non-IID Educational Data
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Edward Bryant, Gregory Woods, Jeffrey Mason (Author)
Service Observability for Intelligent Transport Vision
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Michael Carter, Daniel Foster, Ethan Bennett (Author)
Dual-Function Photocatalytic Systems for Coupled Hydrogen Evolution and Pollutant Control
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Edward Bryant, Gregory Woods, Jeffrey Mason (Author)
Reliability under Shift and Sparse Failure for Knowledge-Graph-Guided Drug-Target Affinity Modelling: Across Biomedical, Industrial, And Materials Systems in Model Development
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Tyler Murphy, Adam Bailey, Austin Rivera (Author)
Lifecycle Reliability and Translation for Lithium-Sulfur Separator Engineering: Measurement and Comparator Design
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Andrew Parker, Christopher Harris, Benjamin Walker (Author)
CMA-ZK: Chunked Mask Commitments for Zero-Knowledge-Ready Auditing of Federated Unlearning
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Douglas Warren, Raymond Butler, Arthur Gibson (Author)
Transport Innovation under Unstable Cloud Workloads
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Ryan Collins, Andrew Parker, Matthew Sullivan (Author)
Pressure-Driven Transport in Tapered Graphene Channels for Energy-Efficient Desalination
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Douglas Warren, Raymond Butler, Arthur Gibson (Author)
Provenance, Governance, and Human Review for Data- And Knowledge-Aware Monitoring Of Atomically Dispersed Fuel-Cell Catalysts: For Reproducible Human-Ai Collaboration in Model Development
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Lawrence Webb, Carl Patterson, Roger Jenkins (Author)
Lifecycle Monitoring and Revalidation for Traceable Graph, Multimodal, And Systems Methods For Interdisciplinary Decision Support: With Uncertainty-Aware Translation Controls in Model Development
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Kyle Cooper, Ethan Richardson, Noah Cox (Author)
Multimodal Measurement and Diagnosis for Forward-Osmosis Hydrogel Systems: Measurement and Comparator Design
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Lawrence Webb, Carl Patterson, Roger Jenkins (Author)
Scalable Road Scene Modeling for Mobility Platforms
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Albert Matthews, Philip Crawford, Bruce Lawson (Author)
Evidence Boundaries and Benchmark Design for Computational Evidence Integration Across Clinical, Molecular, And Population-Health Systems: From Representation To Accountable Decision in External Validation
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Evan Howard, Connor Ward, Jordan Torres (Author)
Operational Resilience and Revalidation for Tapered Graphene Desalination: Measurement and Comparator Design
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Albert Matthews, Philip Crawford, Bruce Lawson (Author)
Graph Learning for Drug Discovery with Cellular Context
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Martin Johnston, Dennis Gardner, Wayne Hoffman (Author)
Evidence Boundaries in Graph Based Drug Discovery
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Martin Johnston, Dennis Gardner, Wayne Hoffman (Author)
Reliability under Shift and Sparse Failure for Knowledge-Graph-Guided Drug-Target Affinity Modelling: Across Heterogeneous Data And Operating Regimes in External Validation
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Cameron Peterson, Luke Gray, Gavin Ramirez (Author)
Knowledge Extraction and Traceability for Bernoulli-Driven Water Separation: Measurement and Comparator Design
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Blake James, Ian Watson, Dylan Brooks (Author)
Evidence Boundaries and Scale-Up for Thermowettability in Graphene Channels: Failure Modes across the Evidence Chain
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Terry Schmidt, Craig Larson, Gary Carlson (Author)
From Molecular Signals to Drug Discovery Graphs
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Terry Schmidt, Craig Larson, Gary Carlson (Author)
Provenance, Governance, and Human Review for Multimodal Zero-Shot Anomaly Detection: With Multimodal And Relational Evidence in External Validation
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Nathan Kelly, Sean Sanders, Christian Price (Author)
Failure-Aware Evaluation for Carbon-Nanotube Desalination Membranes: Failure Modes across the Evidence Chain
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Bradley Newman, Trevor Morrison, Wesley Franklin (Author)
Clinical Genetics as a Constraint on Drug Discovery AI
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Bradley Newman, Trevor Morrison, Wesley Franklin (Author)
Lifecycle Monitoring and Revalidation for Computational Evidence Integration Across Clinical, Molecular, And Population-Health Systems: For Safety-Critical Scientific Workflows in External Validation
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Nicholas Roberts, Evan Peterson, Thomas Griffin (Author)
Atomic-Site Cooperation and Anion Regulation in Electrocatalysis for Fuel Cells and Nitrate Valorization
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Vincent Lawson, Marcus Pearson, Gavin Barrett (Author)
Evidence Boundaries and Benchmark Design for Data- And Knowledge-Aware Monitoring Of Atomically Dispersed Fuel-Cell Catalysts: Under Incomplete Metadata And Measurement Noise in External Validation
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Hunter Bennett, Jack Wood, Thomas Barnes (Author)
Data Provenance and Reproducibility for Photo-Fenton Hydrogen and Remediation Systems: Failure Modes across the Evidence Chain
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Vincent Lawson, Marcus Pearson, Gavin Barrett (Author)
Functional Networks for Graph Based Therapeutic Hypotheses
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Ian Fletcher, Owen Burke, Caleb Armstrong (Author)
Reliability under Shift and Sparse Failure for Knowledge-Graph-Guided Drug-Target Affinity Modelling: From Laboratory Validation To Field Operation in External Validation
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Alex Ross, Caleb Henderson, Nicholas Coleman (Author)
Adaptive Monitoring and Control for Lithium-Sulfur Separator Engineering: Failure Modes across the Evidence Chain
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Ian Fletcher, Owen Burke, Caleb Armstrong (Author)
Dental Development Networks in Intelligent Drug Discovery
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Hunter Davidson, Blake Holland, Cole Warren (Author)
Provenance, Governance, and Human Review for Multimodal Zero-Shot Anomaly Detection: With Interpretable Escalation And Recovery in External Validation
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Aaron Jenkins, Adam Perry, Ryan Powell (Author)
Cross-Scale Modelling and Validation for Tapered Graphene Desalination: Failure Modes across the Evidence Chain
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Hunter Davidson, Blake Holland, Cole Warren (Author)
Variant Interpretation in Reinforcement Guided Search
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Jason Long, Brandon Patterson, Tyler Hughes (Author)
Responsible Automation and Governance for Bernoulli-Driven Water Separation: Failure Modes across the Evidence Chain
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Garrett Hawkins, Derek Hoffman, Jordan Keller (Author)
Uncertainty Control in Graph Guided Drug Discovery
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Garrett Hawkins, Derek Hoffman, Jordan Keller (Author)
Lifecycle Monitoring and Revalidation for Data- And Knowledge-Aware Monitoring Of Atomically Dispersed Fuel-Cell Catalysts: Across Biomedical, Industrial, And Materials Systems in External Validation
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Robert Hamilton, Austin Patterson, Henry Jenkins (Author)
Representation Learning for Physiological Signals and Multi-Region Neural Dynamics
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Austin Flores, Zachary Washington, William Butler (Author)
Uncertainty-Aware Decision Support for Thermowettability in Graphene Channels: Failure Modes across the Evidence Chain
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Corey Wagner, Shane Bradley, Seth Robertson (Author)
Rare Disease and Injury Evidence in Therapeutic Graphs
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Corey Wagner, Shane Bradley, Seth Robertson (Author)
Evidence Boundaries and Benchmark Design for Traceable Graph, Multimodal, And Systems Methods For Interdisciplinary Decision Support: For Reproducible Human-Ai Collaboration in External Validation
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Jordan Crawford, Benjamin Lawson, Trevor Johnston (Author)
Pomegranate Ellagitannins as Anti-Enterohemorrhagic Agents: Composition, Extraction, and Translational Limits
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Charles Simmons, Gregory Foster, Patrick Bryant (Author)
Lifecycle Reliability and Translation for Carbon-Nanotube Desalination Membranes: Failure Modes across the Evidence Chain
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Travis Harper, Dean Crawford, Keith Bishop (Author)
Compression Injury Transcriptomics in Drug Discovery Reasoning
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Travis Harper, Dean Crawford, Keith Bishop (Author)
Reliability under Shift and Sparse Failure for Knowledge-Graph-Guided Drug-Target Affinity Modelling: With Uncertainty-Aware Translation Controls in External Validation
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Paul Montgomery, Stephen Douglas, Timothy Gardner (Author)
Provenance, Governance, and Human Review for Data- And Knowledge-Aware Monitoring Of Atomically Dispersed Fuel-Cell Catalysts: From Representation To Accountable Decision in Operational Assurance
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Gregory Gardner, Owen Hoffman, Kyle Schmidt (Author)
Volatile and Semi-Volatile Organic Pollutants across Transport and Material Microenvironments
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Jeremy Alexander, Justin Russell, Kevin Griffin (Author)
Multimodal Measurement and Diagnosis for Photo-Fenton Hydrogen and Remediation Systems: Failure Modes across the Evidence Chain
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Paul Montgomery, Stephen Douglas, Timothy Gardner (Author)
Hospital Resource Forecasting with Prognostic Signals
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Ronald Hudson, Kenneth Wheeler, Frank Perkins (Author)
Lifecycle Monitoring and Revalidation for Multimodal Evidence And Resilience Across Environmental And Engineered Systems: Across Heterogeneous Data And Operating Regimes in Operational Assurance
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Ian Larson, Logan Carlson, Jack Newman (Author)
Trace-Element Exposure across Road Dust and Pregnancy: Measurement Pathways and Causal Caution
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Scott Diaz, Stephen Hayes, Timothy Myers (Author)
Operational Resilience and Revalidation for Lithium-Sulfur Separator Engineering: Failure Modes across the Evidence Chain
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Ronald Hudson, Kenneth Wheeler, Frank Perkins (Author)
Bed Allocation Analytics for Genomic Medicine Pathways
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Walter Fleming, Eugene Hoffman, Ralph Chandler (Author)
Patient Flow Forecasting under Diagnostic Uncertainty
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Walter Fleming, Eugene Hoffman, Ralph Chandler (Author)
Evidence Boundaries and Benchmark Design for Traceable Graph, Multimodal, And Systems Methods For Interdisciplinary Decision Support: With Multimodal And Relational Evidence in Operational Assurance
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Richard Ford, Jeffrey Hamilton, Mark Graham (Author)
Knowledge Extraction and Traceability for Forward-Osmosis Hydrogel Systems: Failure Modes across the Evidence Chain
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Ronald Sullivan, Edward Wallace, Kenneth Woods (Author)
Evidence Boundaries and Scale-Up for Tapered Graphene Desalination: From Laboratory Evidence to Operational Control
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Louis Barrett, Martin Keller, Philip Stevenson (Author)
Operational Demand Models for Pediatric Oral Health
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Louis Barrett, Martin Keller, Philip Stevenson (Author)
Reliability under Shift and Sparse Failure for Knowledge-Graph-Guided Drug-Target Affinity Modelling: For Safety-Critical Scientific Workflows in Operational Assurance
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George Cole, Frank West, Peter Jordan (Author)
Failure-Aware Evaluation for Bernoulli-Driven Water Separation: From Laboratory Evidence to Operational Control
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Dennis Newman, Jerry Hawkins, Victor Franklin (Author)
Capacity Planning for Population Oral Health Services
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Dennis Newman, Jerry Hawkins, Victor Franklin (Author)
Provenance, Governance, and Human Review for Multimodal Zero-Shot Anomaly Detection: Under Incomplete Metadata And Measurement Noise in Operational Assurance
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Roger Reynolds, Albert Spencer, Raymond Freeman (Author)
Dynamic-Covalent Hydrogel Sensors for Machine-Learning-Assisted Parkinsonian Assessment
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Graham Robertson, Heath Harper, Isaac Bishop (Author)
Thermal and Interfacial Control of Water Transport in Graphene and Carbon-Nanotube Membranes
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Clayton Meyer, Dawson Holt, Emmett Vaughn (Author)
Reframing Electrocatalytic Active-Site Design: Measurement Chains and Validation Design
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Jared Cross, Kieran Vaughn, Landon Tucker (Author)
Electrocatalytic Active-Site Design beyond Nominal Performance: Mechanisms, Uncertainty, and Deployment
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Reid Benson, Sawyer Arnold, Spencer Becker (Author)
From Mechanism to Decision in Electrocatalytic Active-Site Design: Cross-Scale Reasoning and Reproducibility
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Dalton Meyer, Drew Tucker, Elliott Fowler (Author)
Electrocatalytic Active-Site Design under Changing Conditions: From Local Mechanisms to System Decisions
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Reed Conrad, Russell Becker, Trent Fowler (Author)
Toward Credible Electrocatalytic Active-Site Design: Data Quality, Calibration, and External Validity
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Brett Benson, Bryce Norton, Carson Walsh (Author)
Reliable Electrocatalytic Active-Site Design: Interfaces between Measurement and Decision
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Nathan Mason, Jason Butler, Tyler Palmer (Author)
Reliability across Models, Materials, and Contexts in Electrocatalytic Active-Site Design
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Samuel Olsen, Eric Walsh, David Meyer (Author)
Reframing Electrocatalytic Active-Site Design: Resource Constraints and Evidence Quality
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Owen Riley, Kyle Hunter, Ian Simpson (Author)
Electrocatalytic Active-Site Design beyond Nominal Performance: Mechanistic Interpretation and Practical Transfer
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Paul Tucker, Noah Mercer, George Fowler (Author)
From Mechanism to Decision in Electrocatalytic Active-Site Design: Sensitivity Analysis for Credible Translation
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Joel Mercer, Richard Dawson, Wyatt Benson (Author)
A Boundary-Aware Synthesis of Electrocatalytic Active-Site Design: Benchmark Design and Real-World Applicability
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Philip Hart, Dennis Snyder, Wayne Fowler (Author)
Reframing Battery Manufacturing Quality And Electrocatalytic Active-Site Design: Measurement Chains and Validation Design
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Zach Snyder, Abram Fowler, Brooks Mercer (Author)
Evidence Alignment and Transfer Boundaries in Photocatalysis And Solar Fuels
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Carson Benson, Dalton Norton, Drew Walsh (Author)
Evidence Alignment and Transfer Boundaries in Thermally Driven Carbon-Membrane Desalination
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Elliott Hart, Harrison Snyder, Mitchell Fowler (Author)
Evidence Alignment and Transfer Boundaries in Nanofluidic Desalination
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Spencer Mercer, Tanner Benson, Troy Norton (Author)
A Boundary-Aware Synthesis of Battery Manufacturing Quality And Electrocatalytic Active-Site Design: Robust Evaluation under Distribution Shift
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Parker Mercer, Reed Benson, Russell Norton (Author)
Reframing Photocatalysis And Solar Fuels: Measurement Chains and Validation Design
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Trent Walsh, Warren Hart, Zach Snyder (Author)
Reframing Thermally Driven Carbon-Membrane Desalination: Measurement Chains and Validation Design
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Zach Fowler, Abram Mercer, Brooks Benson (Author)
Assessing Transfer in Electrocatalytic Active-Site Design: Perturbation Testing and Decision Relevance
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Reid Mercer, Sawyer Benson, Spencer Norton (Author)
Wearable Hydrogel Biosensing And Clinical Risk Prediction beyond Nominal Performance: Mechanisms, Uncertainty, and Deployment
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Landon Hart, Miles Snyder, Nolan Fowler (Author)
A Boundary-Aware Synthesis of Thermally Driven Carbon-Membrane Desalination: Robust Evaluation under Distribution Shift
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Trent Fowler, Warren Mercer, Zach Benson (Author)
A Boundary-Aware Synthesis of Wearable Hydrogel Biosensing And Clinical Risk Prediction: Robust Evaluation under Distribution Shift
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Sawyer Walsh, Spencer Hart, Tanner Snyder (Author)
Electrocatalytic Active-Site Design And Photocatalysis And Solar Fuels beyond Nominal Performance: Mechanisms, Uncertainty, and Deployment
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Jake Mercer, Kent Benson, Lance Norton (Author)
Wearable Hydrogel Biosensing And Clinical Risk Prediction under Changing Conditions: From Local Mechanisms to System Decisions
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Russell Fowler, Trent Mercer, Warren Benson (Author)
Comparative Evidence for Thermally Driven Carbon-Membrane Desalination: Comparative Methods and Boundary Conditions
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Zach Norton, Abram Walsh, Brooks Hart (Author)
Comparative Evidence for Nanofluidic Desalination: Comparative Methods and Boundary Conditions
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Felix Hart, Graham Snyder, Heath Fowler (Author)
Comparative Evidence for Wearable Hydrogel Biosensing And Clinical Risk Prediction: Comparative Methods and Boundary Conditions
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Reed Fowler, Russell Mercer, Trent Benson (Author)
Toward Credible Nanofluidic Desalination: Data Quality, Calibration, and External Validity
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Brooks Snyder, Clayton Fowler, Dawson Mercer (Author)
Evidence Alignment and Transfer Boundaries in Battery Manufacturing Quality And Electrocatalytic Active-Site Design: Correlation Between Manufacturing Variability and Cooperative Atomically Dispersed Moieties
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Abram Snyder, Brooks Fowler, Clayton Mercer (Author)
Evidence Alignment and Transfer Boundaries in Photocatalysis And Solar Fuels And Thermally Driven Carbon-Membrane Desalination
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Graham Mercer, Heath Benson, Ivan Norton (Author)
Evidence Alignment and Transfer Boundaries in Trace-Element Exposure Assessment And Residential Material Emissions
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Reid Fowler, Sawyer Mercer, Spencer Benson (Author)
When Evidence Travels in Nanofluidic Desalination: Causal Claims and Stress-Tested Evaluation
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