{"id":"W4393370220","doi":"","title":"Microwave remote sensing of snowy surfaces over the Arctic : evaluation of surface processes of the Barnes Ice Cap, Nunavut, Canada","year":2013,"lang":"fr","type":"preprint","venue":"theses.fr (ABES)","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arctic; Remote sensing; Ice caps; The arctic; Geography; Meteorology; Environmental science; Physical geography; Climatology; Geology; Oceanography; Glacier","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001799655,0.0004301538,0.0007560272,0.00002104973,0.0003710238,0.00004955591,0.000824351,0.0001820194,0.001465942],"category_scores_gemma":[0.001480027,0.0002617317,0.0001907728,0.0007347682,0.0007510645,0.0001369127,0.0002635199,0.0004204235,0.000007634479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008877931,"about_ca_system_score_gemma":0.002255026,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9818789,"about_ca_topic_score_gemma":0.9768666,"domain_scores_codex":[0.9958311,0.0007558608,0.000972058,0.0004753846,0.001506983,0.0004586339],"domain_scores_gemma":[0.9932777,0.002387309,0.001390462,0.0009466922,0.001917338,0.00008049144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00007208288,0.00008771046,0.2934837,0.003467768,0.001027334,0.000002080672,0.02400855,0.6381487,0.001567806,0.0004315908,0.001463936,0.03623875],"study_design_scores_gemma":[0.0003587284,0.00005817976,0.8539881,0.001591553,0.0009812621,0.00001011375,0.01763763,0.1083645,0.004845219,0.002377252,0.009344766,0.0004426661],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730494,0.01940288,0.00004604433,0.001428989,0.001269558,0.001148938,0.0004209591,0.000008172809,0.003225078],"genre_scores_gemma":[0.9961471,0.002189188,0.001075365,0.00010974,0.0001030349,0.000001072632,0.0000452304,0.0000168217,0.0003124338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5605044,"threshold_uncertainty_score":0.9999835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04582364769463838,"score_gpt":0.2391529087863564,"score_spread":0.1933292610917181,"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."}}