{"id":"W2750024230","doi":"10.1525/elementa.233","title":"Robust wavebuoys for the marginal ice zone: Experiences from a large persistent array in the Beaufort Sea","year":2017,"lang":"en","type":"article","venue":"Elementa Science of the Anthropocene","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Environment Research Council; Sight Research UK; British Antarctic Survey; Office of Naval Research; Cooperative Institute for Research in Environmental Sciences; University of Washington","keywords":"Sea ice; Drift ice; Geology; Arctic ice pack; Buoy; Beaufort sea; Fast ice; Antarctic sea ice; Sea ice thickness; Meteorology; Oceanography; Climatology; Geography","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001888597,0.0001473198,0.0001577581,0.0000342999,0.003806089,0.0002556563,0.003234321,0.00002888121,0.0008286289],"category_scores_gemma":[0.0001533679,0.00006605041,0.0001427579,0.0002306909,0.002922678,0.000534063,0.0001178912,0.000152947,0.00000816169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001754856,"about_ca_system_score_gemma":0.0001722171,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006995387,"about_ca_topic_score_gemma":0.003109924,"domain_scores_codex":[0.9980088,0.0000588265,0.0002573715,0.000341029,0.0007872845,0.0005466905],"domain_scores_gemma":[0.9985233,0.0002447489,0.0002805235,0.0008345609,0.00006007443,0.00005680047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009007267,0.0001277801,0.9718194,0.00001705404,0.0000401902,0.000003361283,0.01617931,0.001107868,0.0002270633,0.0003712261,0.0008713143,0.009145356],"study_design_scores_gemma":[0.0007345537,0.0002525002,0.7769268,0.00006323172,0.00007409755,0.00001374257,0.1599973,0.05741265,0.001411308,0.0004286261,0.002438381,0.0002468645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851876,0.0001887152,0.001276246,0.009713987,0.001049033,0.0005361771,0.000204462,0.000005957379,0.001837784],"genre_scores_gemma":[0.9977904,0.0001246991,0.001327338,0.0005265526,0.0001288444,0.00001051104,0.00001440535,0.000002811535,0.00007444106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1948926,"threshold_uncertainty_score":0.9997908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03105296213173454,"score_gpt":0.2665251363857936,"score_spread":0.2354721742540591,"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."}}