{"id":"W2999907007","doi":"","title":"The use of airborne radar reflectometry to establish snow/firn density distribution on Devon Ice Cap, Canadian Arctic: A path to understanding complex heterogeneous internal layering patterns","year":2014,"lang":"en","type":"article","venue":"AGUFM","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Firn; Snow; Layering; Geology; Reflectometry; Radar; Arctic; Remote sensing; Geomorphology; Oceanography","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":[],"consensus_categories":[],"category_scores_codex":[0.0001974637,0.0001198085,0.0001484495,0.00004048208,0.0004815999,0.000121702,0.0001807005,0.00003198969,0.000106555],"category_scores_gemma":[0.0003488109,0.00009278755,0.00004570533,0.0003466964,0.00002949235,0.00007808991,0.00002966693,0.00009776741,0.00002358019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001323294,"about_ca_system_score_gemma":0.00003534621,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.589622,"about_ca_topic_score_gemma":0.9279376,"domain_scores_codex":[0.9989523,0.00005958106,0.0001938934,0.0002150224,0.0002140487,0.0003651533],"domain_scores_gemma":[0.9989596,0.0004303009,0.00006119523,0.0002249896,0.00006437852,0.0002595549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001545722,0.00002397501,0.9136561,0.00003383443,0.00009317283,0.00002698151,0.0009280822,0.03667304,0.00007421218,0.0007856336,0.003159777,0.04439062],"study_design_scores_gemma":[0.0001086446,0.0002279622,0.9559882,0.00006852586,0.00001305417,0.000006799806,0.0003220201,0.00802837,0.00006662821,0.00006918081,0.03495544,0.0001452095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814661,0.00002507052,0.01632257,0.001207681,0.0003205366,0.0001739066,0.000367019,0.00001706211,0.0001000471],"genre_scores_gemma":[0.9982915,0.0000203387,0.000389414,0.001079189,0.00007729839,0.000001416938,0.0001128698,0.000004608564,0.00002338303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3383155,"threshold_uncertainty_score":0.4131107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08440594689037546,"score_gpt":0.2479367092289099,"score_spread":0.1635307623385344,"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."}}