Understanding Confusion: A Case Study of Training a Machine Model to Predict and Interpret Consensus From Volunteer Labels by Ramanakumar Sankar, Kameswara Mantha, Cooper Nesmith, Lucy Fortson, Shawn Brueshaber, Candice Hansen-Koharcheck, Glenn Orton

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Thermosphere‐Ionosphere Modeling With Forecastable Inputs: Case Study of the June 2012 High‐Speed Stream Geomagnetic Storm by Xing Meng, Anthony J. Mannucci, Olga P. Verkhoglyadova, Bruce T. Tsurutani, Aaron J. Ridley, Ja‐Soon Shim

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AtOMICS: a deep learning-based automated optomechanical intelligent coupling system for testing and characterization of silicon photonics chiplets by Jaime Gonzalo Flor Flores, Jim Solomon, Connor Nasseraddin, Talha Yerebakan, Andrey B Matsko, Chee Wei Wong

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Amine Analysis Using AlexaFluor 488 Succinimidyl Ester and Capillary Electrophoresis with Laser-Induced Fluorescence by Christian G. Kendall, Amanda M. Stockton, Stephen Leicht, Heather McCaig, Shirley Chung, Valerie Scott, Fang Zhong, Ying Lin

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Unfolding the Neutron Flux Spectrum on the Surface of Mars Using the MSL‐RAD and Odyssey‐HEND Data by L. M. Martinez Sierra, I. Jun, B. Ehresmann, C. Zeitlin, J. Guo, M. Litvak, K. Harshman, D. Hassler, I. G. Mitrofanov, D. Matthiä, S. Loffler

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A 424 and 448 GHz Receiver for Aircraft Contrail Observations by Andy Fung, Pekka Kangaslahti, William Chun, Joelle Cooperrider, Javier Bosch-Lluis, Joan Munoz-Martin, Mary Soria, Erika Hernandez, Alan Tanner, Omkar Pradhan, Willam Deal, Caitlyn Cooke, Gerry Mei, Aaron Swanson, Khanh Nguyen

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Evaluating the Potential of Commercial Forest Inventory Data to Report on Forest Carbon Stock and Forest Carbon Stock Changes for REDD+ under the UNFCCC by Danae Maniatis, Yadvinder Malhi, Laurent Saint André, Danilo Mollicone, Nicolas Barbier, Sassan Saatchi, Matieu Henry, Laurent Tellier, Mathieu Schwartzenberg, Lee White

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Molecular Distributions and Abundances in the Binary-shaped Outflow of V Hya by Mark A. Siebert, Raghvendra Sahai, Samantha Scibelli, Anthony J. Remijan

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New Lightning‐Derived Vertical Total Electron Content Data Provide Unique Global Ionospheric Measurements by Erin H. Lay, Jeffery D. Tippmann, Kyle C. Wiens, Sarah E. McDonald, Anthony J. Mannucci, Xiaoqing Pi, Anthea Coster, R. Marc Kippen, Michael J. Peterson, Rob Redmon

“…This paper presents the new data set (LANL VTEC), discusses the errors inherent in VHF TEC estimation due to ionospheric dispersion, and compares the LANL VTEC to two community standard VTEC gridded products: Jet Propulsion Laboratory's Global Ionospheric Model (JPL GIM) and the CEDAR community's Open Madrigal VTEC gridded measurements of L‐band GNSS (global navigation satellite systems) TEC. …”
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Soil Surface Roughness in Temperate Forest During SMAPVEX19-22 by Victoria A. Walker, Michael H. Cosh, William A. White, Andreas Colliander, Victoria R. Kelly, Paul Siqueira

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Probabilistic estimation of rheological properties in subduction zones using sequences of earthquakes and aseismic slip by Tobias Köhne, Rishav Mallick, Mark Simons

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Validation of Ionospheric Modeled TEC in the Equatorial Ionosphere During the 2013 March and 2021 November Geomagnetic Storms by Min‐Yang Chou, Jia Yue, Jack Wang, J. D. Huba, Mostafa El Alaoui, Maria M. Kuznetsova, Lutz Rastätter, Ja Soon Shim, Tzu‐Wei Fang, Xing Meng, Dominic Fuller‐Rowell, John M. Retterer

“…Abstract This paper presents the validation of modeled total electron content (TEC) from 14 ionospheric models, including empirical, physics‐based, and data assimilation (DA) models, hosted by the NASA/NSF Community Coordinated Modeling Center (CCMC), NOAA Space Weather Prediction Center, and NASA Jet Propulsion Laboratory (JPL). This study aims to assess the current progress and capability of the CCMC‐hosted ionospheric models in capturing the storm time ionosphere during the low and moderate solar flux years. …”
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Satellite monitoring of annual US landfill methane emissions and trends by Nicholas Balasus, Daniel J Jacob, Gabriel Maxemin, Carrie Jenks, Hannah Nesser, Joannes D Maasakkers, Daniel H Cusworth, Tia R Scarpelli, Daniel J Varon, Xiaolin Wang

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High-resolution mapping of evapotranspiration over heterogeneous cropland affected by soil salinity by Meihan Liu, Huimin Lei, Xingwang Wang, Paula Paredes

“…Subsequently, the high-resolution datasets were fed into the revised Priestley Taylor Jet Propulsion Laboratory (PT-JPL) model, which incorporates salinity effects, to generate the final ET estimates. …”
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The Small Mobile Ozone Lidar (SMOL): instrument description and first results by F. Chouza, T. Leblanc, P. Wang, S. S. Brown, K. Zuraski, K. Zuraski, W. Chace, W. Chace, W. Chace, C. C. Womack, C. C. Womack, J. Peischl, J. Peischl, J. Hair, T. Shingler, J. Sullivan

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Improving tropical cyclone rapid intensification forecasts with satellite measurements of sea surface salinity and calibrated machine learning by Ryan Eusebi, Hui Su, Longtao Wu, Pingping Rong, Karthik Balaguru, Ruby Leung, Yong-Sang Choi, Pak Wai Chan, Jianping Gan, Mark DeMaria, Galina Chirokova

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Quantifying uncertainties in satellite NO₂ superobservations for data assimilation and model evaluation by P. Rijsdijk, P. Rijsdijk, P. Rijsdijk, H. Eskes, A. Dingemans, A. Dingemans, K. F. Boersma, K. F. Boersma, T. Sekiya, K. Miyazaki, S. Houweling, S. Houweling

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Quantification of regional net CO₂ flux errors in the Orbiting Carbon Observatory-2 (OCO-2) v10 model intercomparison project (MIP) ensemble using airborne measurements by J. Yun, J. Liu, J. Liu, B. Byrne, B. Weir, B. Weir, L. E. Ott, K. McKain, B. C. Baier, L. V. Gatti, S. C. Biraud

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Laboratory Measurement of CH317OH Transitions in the Frequency Range from 216 to 264 GHz for Astronomical Application by Akemi Tamanai, Takahiro Oyama, Yoshimasa Watanabe, Takeshi Sakai, Riouhei Nakatani, Shaoshan Zeng, Isabelle Kleiner, Nami Sakai

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Assessing the Future ODYSEA Satellite Mission for the Estimation of Ocean Surface Currents, Wind Stress, Energy Fluxes, and the Mechanical Coupling Between the Ocean and the Atmosp... by Marco Larrañaga, Lionel Renault, Alexander Wineteer, Marcela Contreras, Brian K. Arbic, Mark A. Bourassa, Ernesto Rodriguez

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