This repository contains data and code for the experiments run in the paper "Understanding Generative AI Content with Embedding Models" ( https://arxiv.org/abs/2408.10437 ). DataBase POC: Max Vargas (max.vargas@pnnl.gov) The data is separated by experiment: A. The `stack_exchange` dataset contains a...

Please cite as : Josué A. Rodríguez-Ramos, Amy E. Zimmerman, Ruonan Wu, Sheryl Bell, Trinidad Alfaro, Kirsten Hofmockel, William C. Nelson. 2025. Inter-Kingdom Viral Interactions. [Data Set] PNNL DataHub. https://doi.org/10.25584/2583337 This data is published under a CC0 license . The authors...

Please cite as : Robert E. Danczak, Sheryl Bell, Evan Warburton, Trinidad Alfaro, Kirsten Hofmockel, Amy E. Zimmerman, William C. Nelson, 2025. Prokaryotic and eukaryotic interactions along a moisture gradient . [Data Set] PNNL DataHub. https://doi.org/10.25584/2574929 This data is published under a...

Please cite as : Authors. Year. PNNL MCPC Characterization Round 2. [Data Set] PNNL DataHub. DOI This data is published under a CC0 license . The authors encourage data reuse and request attribution by referencing the above citations for the data package. Principal Researcher: Dr. Erin Barker...

Friction Stir Welding Processing Friction Stir Welding (FSW) is a solid-phase joining process achieved by spinning a tool and plunging it into the weld site. Frictional heating and material deformation enable the formation of a plasticized region below the tool shoulder called the stir-zone. The FSW...

Please cite as : Authors. Year. PNNL MCPC Characterization Round 1. [Data Set] PNNL DataHub. DOI This data is published under a CC0 license . The authors encourage data reuse and request attribution by referencing the above citations for the data package. Principal Researcher: Dr. Erin Barker...

Please cite as : Authors. Year. PNNL MCPC Characterization Round 3. [Data Set] PNNL DataHub. DOI This data is published under a CC0 license . The authors encourage data reuse and request attribution by referencing the above citations for the data package. Principal Researcher: Dr. Erin Barker...

Please cite as : Reichart N.J., S.L. Bell, V.A. Garayburu-Caruso, N.C. Sadler, S. Zhao, and K.S. Hofmockel. 2025. Moisture Effect on Chitin Decomposition Biogeochemistry. [Data Set] PNNL DataHub. https://doi.org/10.11578/2572145 This data is published under a CC0 license . The authors encourage data...

Uninterrupted access to electricity is critical to the safety and security of American households. More frequent and extreme emergency events increase outages across the country, disproportionately impacting vulnerable communities that experience the most frequent and longest outages, are most...

Understanding how chemical exposure varies with and between people over time is a critical component of characterizing the exposome—the totality of exposures over the lifespan. However, this remains an understudied aspect of exposomic research. Our objective was to investigate trends in variability...

Created 2025-06-03T23:16:59+00:00 by LN Anderson Integrative SP3 Workflow for Multi-PTM Proteomics Profiling (PPI-TZ-DP0) The purpose of this experiment was to evaluate a new standardized method approach for proteomics sample processing designed to facilitate multiplexed quantification of protein...

Energy insecurity affects most low-income households in the United States. Energy insecurity, which is characterized by a household’s inability to afford their energy needs, often leads to risky choices, causing other forms of insecurity including food and health. Although there are government...

Irradiated/Irradiated_Calibrate/Iradiated_FL_TOPO_Meta • Performance metrics for all irradiated models in file starting with “all_notebooks” • Defect information within each model folder in csv files ending in “defects” and “defects_truth”, with “truth” for predicted images • Ripley results within...

This dataset represents the results of the Whole-Building Life Cycle Assessment (WBLCA) of The Circular Home and a structurally equivalent Baseline Home. The WBLCA is conducted with U.S. conventions for an intended location in Spokane, WA in Climate Zone 5B. The WBLCA follows ISO 14040/14044...

Data package for Lipids represent a dynamic, yet stable pool of microbially-derived soil carbon This data is published under a CC0 license . The authors encourage data reuse and request attribution by referencing the below citations for the data packages and associated manuscript. Please cite as...