{"id":"W2547541371","doi":"10.1109/igarss.2016.7729431","title":"Polarimetric decomposition of C-band SAR data for soil moisture retrieval over agricultural fields","year":2016,"lang":"en","type":"article","venue":"","topic":"Soil Moisture and Remote Sensing","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Polarimetry; Remote sensing; Scattering; Surface roughness; Synthetic aperture radar; C band; Moisture; Water content; L band; Environmental science; Soil science; Physics; Meteorology; Geology; Optics; Geotechnical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002402362,0.0005076567,0.0001811395,0.0006897897,0.0000903101,0.0003485672,0.0001633285,0.0001866092,0.0005294686],"category_scores_gemma":[0.0004521981,0.0001551558,0.0003086857,0.0007777946,0.00009671635,0.0003416286,0.0002685128,0.0003084086,0.0003868411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001444979,"about_ca_system_score_gemma":0.0002596779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00289016,"about_ca_topic_score_gemma":0.002501936,"domain_scores_codex":[0.9998853,0.00003132464,0.00000593242,0.00002666405,0.00003434369,0.00001642016],"domain_scores_gemma":[0.9998796,0.00003164821,0.00001878997,0.00001968791,0.00004262162,0.000007509158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004791299,0.0001886811,0.01160409,0.0002444504,0.0001390795,0.0001848677,0.0001187179,0.3067536,0.3213223,0.001478874,0.002906644,0.3545795],"study_design_scores_gemma":[0.00002399307,0.00003836605,0.01394883,0.000009381386,0.00003070265,0.00004245722,0.00005230781,0.9646734,0.01949091,0.0004882154,0.001182816,0.00001871881],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5268881,0.0005110303,0.4661481,0.0001850305,0.00006197822,0.00008868273,0.001329304,0.000933791,0.003853914],"genre_scores_gemma":[0.8845422,0.0005574054,0.1109627,0.00006521482,0.00003398571,0.00006708544,0.002640085,0.00006261846,0.001068679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00289016,"threshold_uncertainty_score":0.005746722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01523479697692143,"score_gpt":0.2599925422009547,"score_spread":0.2447577452240333,"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."}}