{"id":"W1999823874","doi":"10.1002/hyp.7526","title":"An examination of snow redistribution over smooth land‐fast sea ice","year":2009,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Snow; Sea ice; Climatology; Environmental science; Sea ice concentration; Cryosphere; Sea ice thickness; Geology; Meteorology; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002410882,0.0001027618,0.000142976,0.00003094501,0.0001051131,0.00002224775,0.0001607925,0.000101121,0.0006418477],"category_scores_gemma":[0.0002126018,0.00007297996,0.00002469453,0.0002357493,0.0001042471,0.0002963377,0.000004375732,0.0001093596,0.00001910534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003940338,"about_ca_system_score_gemma":0.00003557783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009151712,"about_ca_topic_score_gemma":0.00008850084,"domain_scores_codex":[0.999135,0.00005740411,0.0001751078,0.0002105228,0.0002194732,0.000202517],"domain_scores_gemma":[0.999509,0.0001255118,0.00009802562,0.0001046845,0.00008093128,0.00008180879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002807445,0.0004210086,0.6259439,0.0001549295,0.00001550592,0.00003169441,0.0004714041,0.005914609,0.0002084143,0.0007742709,0.0001258642,0.3656577],"study_design_scores_gemma":[0.0001902582,0.0008514078,0.9547352,0.00001658889,0.00001592027,0.00001295598,0.00005701484,0.03948357,0.0001900674,0.004074182,0.0002507941,0.0001220685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895377,0.00007030638,0.003733753,0.0002371064,0.00004199453,0.00008216815,0.00008190818,0.0000577572,0.006157262],"genre_scores_gemma":[0.998701,0.00005485521,0.0002623859,0.0003161854,0.00008774509,4.296155e-7,0.0005551601,0.00000127181,0.00002099957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3655356,"threshold_uncertainty_score":0.7027782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01181411554538434,"score_gpt":0.2265967251693465,"score_spread":0.2147826096239621,"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."}}