{"id":"W4404089922","doi":"10.3390/rs16224140","title":"Improved Polar Current Shell Algorithm for Ocean Current Retrieval from X-Band Radar Data","year":2024,"lang":"en","type":"article","venue":"Remote Sensing","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Current (fluid); Remote sensing; Polar; Algorithm; Geology; Computer science; Physics; Oceanography; Astronomy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007093205,0.0009337879,0.0008021218,0.001556203,0.0003924937,0.001000503,0.001205351,0.0005385092,0.003560074],"category_scores_gemma":[0.002068551,0.0004473937,0.0008057485,0.001490746,0.0003263281,0.001655482,0.001244227,0.0009879604,0.002566669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003162719,"about_ca_system_score_gemma":0.001399146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00699048,"about_ca_topic_score_gemma":0.005512232,"domain_scores_codex":[0.9993978,0.00006456905,0.00005050149,0.0001201476,0.0003170801,0.00004999273],"domain_scores_gemma":[0.9993731,0.0001137796,0.00005944048,0.000074663,0.0003571195,0.00002177898],"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":[0.0002620883,0.00009507011,0.003241214,0.0001593464,0.0001226159,0.0001781389,0.0001867289,0.1010983,0.03664607,0.008100662,0.006796299,0.8431137],"study_design_scores_gemma":[0.00004647229,0.00004714604,0.001603669,0.0000132713,0.00001973372,0.0001416466,0.00004765108,0.9763356,0.0118225,0.002157939,0.007730944,0.00003345594],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005432183,0.0001418972,0.9921422,0.00003557274,0.00003873807,0.00004171216,0.00008603888,0.001236944,0.0008447035],"genre_scores_gemma":[0.05016023,0.0003058333,0.9448425,0.00006756039,0.0000493285,0.0001435287,0.00104096,0.0002867804,0.003103248],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00699048,"threshold_uncertainty_score":0.01389962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0329907233139525,"score_gpt":0.271485306567107,"score_spread":0.2384945832531545,"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."}}