{"id":"W4225783004","doi":"10.1109/jstars.2021.3124743","title":"Validation of Soil Moisture Data Products From the NASA SMAP Mission","year":2021,"lang":"en","type":"article","venue":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","topic":"Soil Moisture and Remote Sensing","field":"Environmental Science","cited_by":181,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of Guelph","funders":"Center for Neuroscience and Regenerative Medicine; Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement; Agriculture and Agri-Food Canada; Universidad de Salamanca; Comisión Nacional de Actividades Espaciales; Universidad Nacional Autónoma de México; Centre National de la Recherche Scientifique; Jet Propulsion Laboratory; Centre National d’Etudes Spatiales; Université de Toulouse; Universitat de València; University of Twente; Ministerio de Ciencia, Innovación y Universidades; Monash University; University of Texas at Austin; Copenhagen Graduate School for Nanoscience and Nanotechnology; National Aeronautics and Space Administration; U.S. Department of Agriculture; European Regional Development Fund; California Institute of Technology; Massachusetts Institute of Technology; Agricultural Research Service; University of Southern California","keywords":"Environmental science; Remote sensing; Moisture; Water content; Astrobiology; Meteorology; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003149808,0.0007370218,0.0002585496,0.001387552,0.0005076738,0.0008565953,0.0008766452,0.0005571672,0.0009238581],"category_scores_gemma":[0.004698796,0.0002269122,0.0005014768,0.001467473,0.0004387663,0.001213374,0.0008414809,0.0006661869,0.0009189471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006874173,"about_ca_system_score_gemma":0.000875968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01151833,"about_ca_topic_score_gemma":0.01266011,"domain_scores_codex":[0.9982935,0.0002053145,0.0001121724,0.0003430565,0.0009371111,0.0001089125],"domain_scores_gemma":[0.9977337,0.0003243777,0.0002598201,0.0004275074,0.001147515,0.000107117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002151933,0.001365361,0.3289394,0.0007702722,0.0007419747,0.001070191,0.000983435,0.1505072,0.1899611,0.003778876,0.05080704,0.2689233],"study_design_scores_gemma":[0.000542818,0.0007880436,0.4947435,0.0001861346,0.0001553126,0.0005136977,0.0005034822,0.2953967,0.1589552,0.001273874,0.0467594,0.0001818377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9199775,0.0002417462,0.02299099,0.0002679145,0.0001628945,0.0003755226,0.0409936,0.003195883,0.01179402],"genre_scores_gemma":[0.8327892,0.0001952244,0.05236401,0.0001950229,0.00005196632,0.0002873916,0.1114208,0.0006995704,0.001996759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01151833,"threshold_uncertainty_score":0.02290255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03755002451741377,"score_gpt":0.2407750506948577,"score_spread":0.2032250261774439,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}