{"id":"W2132794174","doi":"10.1175/2007mwr1951.1","title":"Impact of the Assimilation of CHAMP Refractivity Profiles on Environment Canada Global Forecasts","year":2008,"lang":"en","type":"article","venue":"Monthly Weather Review","topic":"Ionosphere and magnetosphere dynamics","field":"Physics and Astronomy","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"National Oceanic and Atmospheric Administration; University Corporation for Atmospheric Research","keywords":"Radio occultation; Occultation; Radiosonde; Data assimilation; Stratosphere; Environmental science; Troposphere; Depth sounding; Meteorology; COSMIC cancer database; Atmospheric sounding; Standard deviation; Satellite; Remote sensing; Atmospheric sciences; Geology; Statistics; Mathematics; Geography; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003054664,0.0007540772,0.0004706552,0.0002633131,0.0009847493,0.00122133,0.0006562215,0.0007043063,0.0007704694],"category_scores_gemma":[0.008393746,0.0003069256,0.0004366419,0.0005254456,0.0006396729,0.0008068248,0.0007692124,0.0008593157,0.0002252189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003365229,"about_ca_system_score_gemma":0.005398299,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7802694,"about_ca_topic_score_gemma":0.6546589,"domain_scores_codex":[0.9986659,0.00035918,0.00007026853,0.0002833772,0.000436825,0.0001844852],"domain_scores_gemma":[0.9950253,0.00182509,0.0003239334,0.0004616951,0.002000812,0.0003631215],"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":[0.004915162,0.001070137,0.1633764,0.0001343021,0.0007853418,0.0002763034,0.0004054711,0.7322471,0.02485081,0.0006734343,0.006244284,0.06502131],"study_design_scores_gemma":[0.0006113413,0.000899549,0.1945375,0.00003618419,0.0002054593,0.00004474761,0.0003537227,0.7700995,0.02787946,0.0002411784,0.00493315,0.0001582678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944506,0.0001200057,0.001389573,0.0002251527,0.00005843463,0.00003875214,0.0007995908,0.0003432434,0.002574638],"genre_scores_gemma":[0.9954507,0.00004786122,0.002044926,0.0001070718,0.00001035392,0.00001451457,0.001580929,0.00003030341,0.000713375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2197306,"threshold_uncertainty_score":0.4420491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01040122426448661,"score_gpt":0.2314475371746272,"score_spread":0.2210463129101405,"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."}}