{"id":"W7053185731","doi":"","title":"Toward the detection of oil spills in sea ice-covered waters using C-band radar remote sensing","year":2024,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Magneto-Optical Properties and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Research Manitoba","keywords":"Oil spill; Sea ice; Radar; Snow; Arctic; Marine snow; Racing slick; Marine pollution","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0005407461,0.0003854605,0.0002488343,0.0009650614,0.0001483139,0.0005439736,0.0002405337,0.0002525623,0.0002768821],"category_scores_gemma":[0.0006685462,0.0001667792,0.0002408464,0.000532564,0.0001680718,0.0003718896,0.0002586034,0.0002726886,0.0002182052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002291614,"about_ca_system_score_gemma":0.0005143245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006847506,"about_ca_topic_score_gemma":0.01073262,"domain_scores_codex":[0.9998509,0.00003681087,0.000007327558,0.00003307708,0.00004737942,0.00002451604],"domain_scores_gemma":[0.9996635,0.00008069727,0.00008529959,0.00002269394,0.0001202127,0.00002755103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006484225,0.0004339916,0.3285851,0.0001077905,0.00007840691,0.000163091,0.0004093875,0.04614062,0.4689989,0.0007868613,0.0006536294,0.1529938],"study_design_scores_gemma":[0.00003449245,0.0004459036,0.3494301,0.00004694486,0.00008348961,0.0002188809,0.0008608635,0.5522128,0.09498273,0.0004661475,0.001166306,0.00005131172],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671423,0.00008523091,0.03108563,0.00005680928,0.000005635244,0.00003525613,0.0001021963,0.0001342914,0.001352469],"genre_scores_gemma":[0.9495923,0.0001755782,0.04957734,0.00003505308,0.000006869048,0.00001681673,0.0002328546,0.000008917203,0.0003542215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006847506,"threshold_uncertainty_score":0.01361531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01608837671301469,"score_gpt":0.1891336651126654,"score_spread":0.1730452883996507,"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."}}