{"id":"W3206903784","doi":"10.1109/igarss47720.2021.9554253","title":"A low cost dielectric spectroscopy instrument dedicated to in-situ soil permittivity profile mapping","year":2021,"lang":"en","type":"article","venue":"","topic":"Soil Moisture and Remote Sensing","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; Université Laval","funders":"Centre National d’Etudes Spatiales","keywords":"Permittivity; Microwave; Context (archaeology); In situ; Materials science; Water content; Dielectric; Dielectric permittivity; Remote sensing; Environmental science; Relative permittivity; Soil science; Optoelectronics; Computer science; Geology; Geotechnical engineering; Telecommunications; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001513596,0.000144465,0.0001747091,0.00006267046,0.0000939687,0.00003917065,0.0001109929,0.0000699696,0.0004130362],"category_scores_gemma":[0.00005777476,0.0001257563,0.00004700436,0.00102374,0.00004897033,0.0000897871,0.0002020741,0.0001896134,0.0007334616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003981581,"about_ca_system_score_gemma":0.00003756698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008920032,"about_ca_topic_score_gemma":0.01626407,"domain_scores_codex":[0.9985908,0.00005981668,0.0001913088,0.000438182,0.0002858318,0.000434096],"domain_scores_gemma":[0.9995369,0.0000309677,0.00003412063,0.0002371232,0.000008388267,0.0001524837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001296464,0.00020608,0.0573887,0.000009332845,0.000008825559,0.0001426611,0.0004741248,0.00009030425,0.7440633,0.00001781546,0.001632584,0.1959533],"study_design_scores_gemma":[0.0002312158,0.00002700304,0.4363334,0.00002751158,0.000003530821,0.00002406899,0.0001516988,0.0006653955,0.5605516,0.00004584404,0.00177977,0.0001589828],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7564172,0.00001350384,0.001168696,0.001145161,0.0001109626,0.0002328738,2.911949e-7,0.00004612775,0.2408653],"genre_scores_gemma":[0.9931343,0.00001731123,0.00382791,0.001261242,0.00004623749,0.000004488601,0.000006719114,0.00001257845,0.001689199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3789447,"threshold_uncertainty_score":0.942741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01061830582684252,"score_gpt":0.224702634801553,"score_spread":0.2140843289747105,"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."}}