{"id":"W4283009657","doi":"10.5194/tc-16-2373-2022","title":"Snowfall and snow accumulation during the MOSAiC winter and spring seasons","year":2022,"lang":"en","type":"article","venue":"˜The œcryosphere","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Global Ocean Monitoring and Observing Program; Biological and Environmental Research; Natural Environment Research Council; Swiss Polar Institute; Norges Forskningsråd; Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research; Sight Research UK; National Oceanic and Atmospheric Administration; Deutsche Forschungsgemeinschaft; U.S. Department of Energy; European Commission; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Office of Science; WSL-Institut für Schnee- und Lawinenforschung SLF; National Science Foundation","keywords":"Snow; Environmental science; Snow line; Precipitation; Atmospheric sciences; Climatology; Transect; Wind speed; Arctic; Geology; Meteorology; Snow cover; Geography; Oceanography; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000191416,0.0001065333,0.00009363781,0.000004714067,0.001589926,0.00009773693,0.0001662234,0.00001857787,0.001923846],"category_scores_gemma":[0.00001455008,0.00006625548,0.00003302564,0.0001826964,0.00008819254,0.0001024676,0.0001191447,0.000183123,0.00001426241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008075888,"about_ca_system_score_gemma":0.00001334506,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002612256,"about_ca_topic_score_gemma":0.02247928,"domain_scores_codex":[0.9992388,0.00006415672,0.0001085627,0.0001980286,0.0001808887,0.0002095293],"domain_scores_gemma":[0.9994791,0.0002153752,0.00005462745,0.0001883106,0.0000156067,0.00004699275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001844341,0.000005295778,0.9767606,0.000009455788,0.00003008186,0.000003502232,0.000849165,0.00796338,0.00001002502,0.00006592437,0.001814389,0.01246972],"study_design_scores_gemma":[0.0001598421,0.00002643321,0.8903273,0.00000508237,0.00001792697,0.00001301055,0.001906747,0.01463667,0.000001326736,0.0001373197,0.09267726,0.00009109754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992899,0.00404308,0.0000575149,0.0018056,0.0002166312,0.0001999727,0.00003945274,0.0000335049,0.0007052691],"genre_scores_gemma":[0.997281,0.0001692061,0.0001044251,0.0004055449,0.0001076196,0.000008438881,0.00001121699,0.000004992523,0.001907562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09086287,"threshold_uncertainty_score":0.9997098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01984614060215676,"score_gpt":0.2186373330937768,"score_spread":0.1987911924916201,"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."}}