{"id":"W3156181892","doi":"10.5194/egusphere-egu21-13067","title":"Impact of Snow Properties on Ka- and Ku-band Winter and Melt Season Microwave Signatures of Arctic Sea Ice","year":2021,"lang":"en","type":"article","venue":"","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Snow; Atmospheric sciences; Ku band; Scatterometer; Radar; Environmental science; Sea ice; Backscatter (email); Melt pond; Arctic; Sea ice thickness; Geology; Arctic ice pack; Climatology; Wind speed; Physics; Oceanography; Geomorphology; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001562169,0.0001783352,0.000102399,0.0003065039,0.0001314335,0.0003175951,0.00009497764,0.0001141406,0.0007819746],"category_scores_gemma":[0.0002157266,0.00007384308,0.0001118874,0.0002620794,0.00009933708,0.0001685201,0.0001741779,0.0000987004,0.0001962683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001113957,"about_ca_system_score_gemma":0.0001075274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006609955,"about_ca_topic_score_gemma":0.01685812,"domain_scores_codex":[0.999943,0.00000944009,0.000003283114,0.00001370301,0.00001502648,0.00001546359],"domain_scores_gemma":[0.9999151,0.00001551607,0.00001844429,0.000008743468,0.00002849676,0.00001363849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009009813,0.0001085492,0.8286797,0.00008667955,0.0001272583,0.0004332618,0.0004151657,0.009938898,0.1046949,0.0001604598,0.002020088,0.05243404],"study_design_scores_gemma":[0.000004345527,0.00004422768,0.9888632,0.000006819082,0.00001812687,0.00006679359,0.0001151157,0.005426152,0.004429991,0.00002278899,0.0009966673,0.000005630985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979488,0.00004265161,0.0002543594,0.00001154952,0.000006047138,0.000002839068,0.0005640599,0.00002200161,0.001147598],"genre_scores_gemma":[0.9977406,0.0000403039,0.0003772133,0.00001225943,0.000007236194,0.000004170574,0.001395963,0.00001086865,0.0004114492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006609955,"threshold_uncertainty_score":0.01314294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01091707257710516,"score_gpt":0.2101811229037172,"score_spread":0.199264050326612,"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."}}