{"id":"W4392660386","doi":"10.5194/egusphere-egu24-17846","title":"Temperature at 500hPa, energy budget and the 2003 summer heatwave over Western Europe: a triple-decomposition approach","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Solar Radiation and Photovoltaics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Decomposition; Energy budget; Climatology; Meteorology; Environmental science; Energy (signal processing); Geography; Geology; Mathematics; Physics; Statistics; Chemistry; Thermodynamics","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004585025,0.0003978726,0.0003843424,0.0001500667,0.0002023609,0.001221665,0.0007972782,0.0003391013,0.00004307043],"category_scores_gemma":[0.00002724885,0.0002561131,0.0001376096,0.00057074,0.0001045905,0.0001324561,0.002497188,0.0007980525,0.00005286167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000875405,"about_ca_system_score_gemma":0.0001668602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003974975,"about_ca_topic_score_gemma":0.000110339,"domain_scores_codex":[0.9976293,0.0003789245,0.0003578942,0.0009420045,0.0004090545,0.0002828502],"domain_scores_gemma":[0.9984555,0.0000994791,0.0001141208,0.001014641,0.0001715324,0.0001446818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003286159,0.0003246877,0.001854046,0.0005672937,0.0006650233,0.0001154475,0.007928791,0.0009740558,0.002056284,0.3804135,0.5974534,0.007318858],"study_design_scores_gemma":[0.003173321,0.00007804503,0.003100736,0.0001587015,0.0001580227,0.0003361983,0.00003475435,0.5725477,0.002966492,0.008876701,0.4071659,0.00140339],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1212378,0.09605065,0.444885,0.03251207,0.03591773,0.009235309,0.0008573636,0.005196809,0.2541073],"genre_scores_gemma":[0.691619,0.005520671,0.02654925,0.04773359,0.002475479,0.0008476105,0.00116569,0.0003304322,0.2237583],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5715736,"threshold_uncertainty_score":0.9999891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248664203971557,"score_gpt":0.2500782870142029,"score_spread":0.2375916449744873,"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."}}