{"id":"W2738638273","doi":"10.3390/rs9070757","title":"Ku-, X- and C-Band Microwave Backscatter Indices from Saline Snow Covers on Arctic First-Year Sea Ice","year":2017,"lang":"en","type":"article","venue":"Remote Sensing","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Snow; Scatterometer; Backscatter (email); Microwave; Environmental science; Remote sensing; Arctic; Sea ice; C band; Atmospheric sciences; Polarimetry; Ku band; Geology; Scattering; Climatology; Optics; Oceanography; Physics; Geomorphology; Wind speed","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001811463,0.0001924807,0.000218571,0.00005108145,0.0007789382,0.000268477,0.0001632005,0.0001050617,0.0001725201],"category_scores_gemma":[0.0001584415,0.0001662999,0.00005367498,0.00003856064,0.0002420017,0.0002256754,0.00002645564,0.0002461722,0.000231885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001228242,"about_ca_system_score_gemma":0.00002892057,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01364241,"about_ca_topic_score_gemma":0.006480481,"domain_scores_codex":[0.998861,0.00004627788,0.0001710864,0.0003695703,0.0002207673,0.000331341],"domain_scores_gemma":[0.9988539,0.0003876573,0.0001796333,0.0003958083,0.00003403303,0.0001489286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004150407,0.0000198852,0.684619,0.0001281513,0.0001914199,0.0002536122,0.002082195,0.0007288039,0.0007042154,0.00001545915,0.0006102176,0.310232],"study_design_scores_gemma":[0.001355058,0.0001846185,0.8109168,0.0008281658,0.0001409107,0.0001187964,0.0008304349,0.1782113,0.0008718304,0.002801812,0.003069011,0.0006711952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916266,0.00006604978,0.0008102138,0.002096722,0.0004513727,0.0001025612,0.00005302179,0.0000255844,0.004767864],"genre_scores_gemma":[0.9917224,0.0001724837,0.006672313,0.0007650601,0.0003348348,1.865226e-9,0.00009530957,0.000009403708,0.0002281989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3095608,"threshold_uncertainty_score":0.9929258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01260426973410788,"score_gpt":0.2132953931990393,"score_spread":0.2006911234649314,"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."}}