{"id":"W3039774876","doi":"10.1029/2020jc016319","title":"On Modeling of Quad‐Polarization Radar Scattering From the Ocean Surface With Breaking Waves","year":2020,"lang":"en","type":"article","venue":"Journal of Geophysical Research Oceans","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada","funders":"","keywords":"Radar; Scattering; Polarization (electrochemistry); Wind wave; Breaking wave; Microwave; Synthetic aperture radar; Surface roughness; Optics; Physics; Remote sensing; Geology; Engineering; Wave propagation; Telecommunications","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":[0.0006035591,0.0001168035,0.00025313,0.00004240767,0.0002358882,0.0001032169,0.0003444506,0.00004274287,0.00004760321],"category_scores_gemma":[0.0002277823,0.00006346995,0.0001015421,0.0003530568,0.0001706686,0.0002398316,0.00002731016,0.0007346727,0.00001459854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000841619,"about_ca_system_score_gemma":0.0001228345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001247157,"about_ca_topic_score_gemma":0.0000457952,"domain_scores_codex":[0.997793,0.0002556478,0.0003302389,0.000172402,0.00113554,0.0003131858],"domain_scores_gemma":[0.9983274,0.0008803703,0.0001732918,0.0001403413,0.0002715358,0.0002070008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001833044,0.0001177911,0.02190567,0.00007431475,0.000225725,0.0001620121,0.004743184,0.9408709,0.007015424,0.0002482631,0.000573885,0.02222972],"study_design_scores_gemma":[0.000470359,0.00119676,0.02411614,0.0003972959,0.00002509743,0.00001390638,0.001390034,0.9691161,0.000670878,0.002385622,0.00008581791,0.0001319735],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943944,0.0001178992,0.0013317,0.003647676,0.00005733108,0.0001080275,0.00002454413,0.00000616643,0.0003122698],"genre_scores_gemma":[0.997762,0.00004793658,0.001492506,0.0001934158,0.0004681667,6.351499e-10,0.000008266938,0.000008411763,0.00001929102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02824514,"threshold_uncertainty_score":0.3191828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0441914657461368,"score_gpt":0.2713514012424752,"score_spread":0.2271599354963384,"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."}}