{"id":"W7017236218","doi":"","title":"The application of C-band and L-band polarimetric microwave radars in cryosphere (terrestrial snowfalls and oil spills within freezing seawater)","year":2024,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sea ice; Snow; Cryosphere; Snowpack; Climate change; Arctic; Sea ice thickness; Global warming; Marine snow","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003881658,0.0002296875,0.0001000352,0.0004040976,0.0001615444,0.0004707624,0.0001816842,0.0003443312,0.0004403992],"category_scores_gemma":[0.0002570986,0.00009959982,0.0001694817,0.0005119411,0.0002173149,0.0003667126,0.0002655402,0.0002426059,0.0001636512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002208518,"about_ca_system_score_gemma":0.0003672249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005468714,"about_ca_topic_score_gemma":0.01017472,"domain_scores_codex":[0.9998757,0.00002748134,0.000005007728,0.00003735834,0.00002913513,0.00002541609],"domain_scores_gemma":[0.9998336,0.00004150204,0.00003548009,0.00001671871,0.00005636213,0.00001623644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004264899,0.0003138822,0.173671,0.0004391392,0.00008098487,0.0003231163,0.0005611737,0.02158978,0.4120849,0.001512061,0.001889585,0.3871078],"study_design_scores_gemma":[0.00008764439,0.00178119,0.6452117,0.0001292652,0.0001753964,0.00113213,0.00316952,0.1412396,0.1874728,0.001839158,0.01765666,0.0001049334],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676974,0.001983307,0.02407135,0.0004338171,0.0000686153,0.00006220776,0.0003442967,0.00009380048,0.005245082],"genre_scores_gemma":[0.9659421,0.001868108,0.02983292,0.0002079809,0.00004088355,0.00003075857,0.0002345119,0.000006849466,0.001835937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005468714,"threshold_uncertainty_score":0.01087379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00637439228781184,"score_gpt":0.181119147002893,"score_spread":0.1747447547150812,"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."}}