{"id":"W2996085117","doi":"","title":"Improving Simulations of Precipitation Phase and Snowpack at a Site Subject to Cold Air Intrusions: Snoqualmie Pass, WA","year":2016,"lang":"en","type":"article","venue":"AGUFM","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Snowpack; Mesoscale meteorology; Snow; Precipitation; Environmental science; Climatology; Meteorology; Atmospheric sciences; Rain and snow mixed; Geology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000445447,0.0006698783,0.0003384171,0.0002872857,0.0004237538,0.0007882783,0.000741081,0.0007977563,0.0005881918],"category_scores_gemma":[0.001518265,0.0003923465,0.0005247389,0.00025271,0.0002773796,0.0004978355,0.000363339,0.0005260336,0.0001127465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009205473,"about_ca_system_score_gemma":0.001319196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1769478,"about_ca_topic_score_gemma":0.1380932,"domain_scores_codex":[0.9998983,0.00002729537,0.000006369808,0.00003160104,0.0000133059,0.00002310531],"domain_scores_gemma":[0.9996285,0.0001553307,0.00004800726,0.00003880501,0.0000727456,0.00005658893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001376974,0.0002348766,0.07035899,0.00002056741,0.0001026339,0.00009974118,0.00008257786,0.9198621,0.002381708,0.0002072866,0.0003616475,0.006150156],"study_design_scores_gemma":[0.00002311003,0.00003189956,0.006863357,0.00000241773,0.000009676343,0.000004908836,0.00002562603,0.9924588,0.0004416057,0.00003999228,0.00009420975,0.000004467833],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974408,0.00002010658,0.001388175,0.00005616498,0.000009086405,0.00001303311,0.0001550703,0.0001449789,0.0007726626],"genre_scores_gemma":[0.9969207,0.00001647252,0.002371341,0.00001647782,0.00000491455,0.00001400442,0.0002969972,0.00001937928,0.0003397283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1769478,"threshold_uncertainty_score":0.3518358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01828496071901288,"score_gpt":0.2461385962680799,"score_spread":0.227853635549067,"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."}}