{"id":"W4389144679","doi":"10.3390/rs15235553","title":"Quality Control for Ocean Current Measurement Using High-Frequency Direction-Finding Radar","year":2023,"lang":"en","type":"article","venue":"Remote Sensing","topic":"Radar Systems and Signal Processing","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"National Natural Science Foundation of China","keywords":"Remote sensing; Smoothing; Computer science; Radar; Doppler effect; Current (fluid); Environmental science; Geology; Geodesy; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001395715,0.0002374181,0.0003820133,0.0001931625,0.0003595039,0.0001129512,0.00007669783,0.00008512495,0.000001426584],"category_scores_gemma":[0.0001933369,0.0002470226,0.0001384507,0.000407439,0.00002018822,0.000154621,0.00001265204,0.000180729,0.00001020116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004833276,"about_ca_system_score_gemma":0.00005760625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000202071,"about_ca_topic_score_gemma":0.00002120071,"domain_scores_codex":[0.9981421,0.00008349385,0.0005241522,0.0002913999,0.0004667067,0.0004921294],"domain_scores_gemma":[0.999267,0.000124134,0.0001090255,0.000214281,0.0001830077,0.0001025107],"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":[0.0000212917,0.000008667032,0.00005797658,0.001251874,0.0001771863,0.00001692333,0.0004939272,0.0509391,0.4680412,0.0001550505,0.0006093985,0.4782274],"study_design_scores_gemma":[0.0008166749,0.00001256676,0.0002446767,0.0007605009,0.00005027905,0.00001954771,0.0001235847,0.9882534,0.006537698,0.001285238,0.001464905,0.0004309047],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3291909,0.001393436,0.6645012,0.00005457841,0.003180054,0.00041532,0.0000117496,0.0009244902,0.0003283439],"genre_scores_gemma":[0.988628,0.0000248145,0.01058055,0.00001189576,0.0006560914,5.256813e-8,0.00000728132,0.00007815243,0.00001320215],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9373143,"threshold_uncertainty_score":0.9999982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07321781767719636,"score_gpt":0.2979926161850694,"score_spread":0.2247747985078731,"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."}}