{"id":"W3086227267","doi":"10.5194/egusphere-egu2020-19051","title":"Inter-comparison of snow depth over sea ice from multiple methods","year":2020,"lang":"en","type":"article","venue":"","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Snow; Environmental science; Climatology; Arctic; Precipitation; Satellite; Snow field; Snow line; Atmospheric sciences; Meteorology; Physical geography; Geology; Snow cover; Oceanography; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004530012,0.0008863524,0.0006454053,0.003377344,0.0003219254,0.001406724,0.0007481663,0.0005238826,0.001504675],"category_scores_gemma":[0.008762452,0.0002966967,0.001247561,0.002662938,0.0001729257,0.001111729,0.001074807,0.0003511308,0.0006956749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004952116,"about_ca_system_score_gemma":0.0004532907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005475944,"about_ca_topic_score_gemma":0.01039418,"domain_scores_codex":[0.9971458,0.0008417249,0.0002642703,0.0006030874,0.001018866,0.0001262782],"domain_scores_gemma":[0.9952635,0.001703285,0.0004973507,0.0006827854,0.001739265,0.0001138743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001726723,0.0002864157,0.4846731,0.0009798112,0.005336365,0.0001933577,0.0007726966,0.06434534,0.01119454,0.001182099,0.006231228,0.4230783],"study_design_scores_gemma":[0.0002248631,0.0005043214,0.7091575,0.0002585663,0.0008408255,0.0002957374,0.0006036838,0.2567763,0.01413575,0.001425214,0.01563679,0.000140422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8746771,0.003620934,0.09206557,0.0001500748,0.0004277489,0.0003232879,0.01097272,0.002373481,0.01538914],"genre_scores_gemma":[0.9253855,0.0007475386,0.05651055,0.00005989353,0.0001052639,0.0001979032,0.01399152,0.0005702327,0.002431686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005475944,"threshold_uncertainty_score":0.02395731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04156124116417247,"score_gpt":0.3064825929526994,"score_spread":0.2649213517885269,"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."}}