{"id":"W2000054337","doi":"10.1175/2010mwr3633.1","title":"The Utility of Upper-Boundary Nesting in NWP","year":2011,"lang":"en","type":"article","venue":"Monthly Weather Review","topic":"Climate variability and models","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Stratosphere; Troposphere; Potential vorticity; Predictability; Climatology; Numerical weather prediction; Environmental science; Atmospheric sciences; Anticyclone; Meteorology; Geology; Vorticity; Vortex; Physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001365967,0.00009202895,0.0002021841,0.000006392753,0.00007713939,0.000006291843,0.0002720318,0.0000304348,0.002691926],"category_scores_gemma":[0.0001293673,0.00005845113,0.00008005332,0.0001624824,0.0002057437,0.00009462514,0.0001448975,0.00009524774,0.0001060073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003223492,"about_ca_system_score_gemma":0.000009253706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001180408,"about_ca_topic_score_gemma":0.0004540125,"domain_scores_codex":[0.9989848,0.0001407191,0.0003490055,0.0001938937,0.0001427184,0.0001889184],"domain_scores_gemma":[0.9993485,0.00008309369,0.00008685103,0.000439454,0.000005102785,0.00003705416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003692853,0.0005232054,0.6714068,0.001221235,0.00001551928,0.000008666658,0.003204043,0.00002327256,0.0002874842,0.0008143563,0.001957615,0.3205009],"study_design_scores_gemma":[0.0003516159,0.0001194729,0.5764467,0.002693929,0.00007354398,0.000005814278,0.000152036,0.004799834,0.0002049333,0.01650032,0.3982372,0.0004146728],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5774773,0.08274823,0.00004525512,0.0007749134,0.0001219599,0.001105658,0.00001232317,0.00003954998,0.3376747],"genre_scores_gemma":[0.9847356,0.01377138,0.0007339602,0.0004226848,0.000008044311,0.00005365405,0.000001648289,0.00001277385,0.0002602314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4072583,"threshold_uncertainty_score":0.9982197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0534196719190218,"score_gpt":0.2607034928590203,"score_spread":0.2072838209399985,"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."}}