{"id":"W4401206723","doi":"10.1016/b978-0-323-85242-5.00008-7","title":"Snow on sea ice","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"3v Geomatics (Canada); University of Calgary","funders":"","keywords":"Snow; Sea ice; Geology; Climatology; Environmental science; Physical geography; Geography; Geomorphology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0001172609,0.0008447933,0.0004392649,0.0008883194,0.0007389178,0.001938357,0.0004381149,0.0009873224,0.1368675],"category_scores_gemma":[0.0002677316,0.0002826271,0.0002664019,0.001401602,0.0004388572,0.001971825,0.001278451,0.00108423,0.07713662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006044195,"about_ca_system_score_gemma":0.000704787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004713501,"about_ca_topic_score_gemma":0.01249616,"domain_scores_codex":[0.9999303,0.000006765242,0.000003845125,0.00001953753,0.00003052818,0.000009095809],"domain_scores_gemma":[0.9999439,0.00001259059,0.000004099898,0.000008789443,0.00001935395,0.00001145127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002504697,0.00003080142,0.0002904717,0.0002764401,0.000007480336,0.0001193418,0.0003064319,0.0003701174,0.001293285,0.04477837,0.3717234,0.5807788],"study_design_scores_gemma":[0.000001278052,0.000005995211,0.0002620466,0.00009588561,0.000001955637,0.00005778973,0.00004993731,0.00004301623,0.00007905846,0.004735492,0.9946661,0.000001501895],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009131787,0.04034968,0.001141471,0.001562389,0.002198764,0.00002501302,0.0002657423,0.0001292347,0.9534145],"genre_scores_gemma":[0.002436378,0.0161764,0.0005036489,0.0004381644,0.0003923798,0.00001427734,0.0001578638,0.00005588786,0.979825],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1368675,"threshold_uncertainty_score":0.4578675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01237198190848702,"score_gpt":0.2093360604938347,"score_spread":0.1969640785853477,"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."}}