{"id":"W3209976466","doi":"10.3390/rs13214263","title":"Vector Current Measurement Using Doppler Scatterometry with Optimally Selected Observation Azimuths","year":2021,"lang":"en","type":"article","venue":"Remote Sensing","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China","keywords":"Azimuth; Current (fluid); Doppler effect; Scatterometer; Velocity vector; Geodesy; Remote sensing; Computer science; Geology; Optics; Physics; Radar; Computational physics; 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":[0.0003116303,0.0002625715,0.0002873803,0.0001273519,0.0003311386,0.0002023303,0.00007646722,0.00008310753,0.00008511473],"category_scores_gemma":[0.000102842,0.0002169266,0.00007331472,0.001091417,0.00006094266,0.0002064061,0.00001712784,0.000286554,0.00005035272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005962608,"about_ca_system_score_gemma":0.0003338192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005188406,"about_ca_topic_score_gemma":0.0005426739,"domain_scores_codex":[0.9977556,0.0001572505,0.0003170503,0.000500268,0.0007510589,0.0005187736],"domain_scores_gemma":[0.9986649,0.00005392141,0.0001540825,0.0002981758,0.0006565311,0.0001724495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001205331,0.00003529224,0.004850741,0.0001945394,0.0001862271,0.0004121731,0.0004530614,0.05157683,0.04716816,0.0000030262,0.000205709,0.8947937],"study_design_scores_gemma":[0.0004124599,0.00005755157,0.05938223,0.0005189044,0.00008191354,0.0006704594,0.0001272021,0.9318956,0.005694107,0.00003465996,0.0007233786,0.0004015205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861993,0.001279632,0.0105181,0.0003063291,0.0007081509,0.0001603776,0.000007040242,0.0000985402,0.0007225418],"genre_scores_gemma":[0.8363268,0.00005290778,0.1629147,0.0001677968,0.0003916764,6.434298e-11,0.00009136591,0.00001848588,0.00003622279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8943922,"threshold_uncertainty_score":0.8846009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04938255760305747,"score_gpt":0.2329462532133574,"score_spread":0.1835636956102999,"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."}}