{"id":"W4392601518","doi":"10.5194/egusphere-egu24-6741","title":"An ensemble investigation of the causes for regional air-quality model critical load exceedances prediction variability in European and North American domains using diagnostics from Phase 4 of the Air Quality Model Evaluation International Initiative","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Air quality index; Quality (philosophy); Environmental science; Econometrics; Statistical physics; Meteorology; Mathematics; Geography; 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":[],"consensus_categories":[],"category_scores_codex":[0.004989195,0.0002178336,0.0003074532,0.00003070119,0.000151279,0.00002817795,0.0003595135,0.00009002045,0.000004601386],"category_scores_gemma":[0.003263213,0.0001601153,0.0001148227,0.0001921932,0.001261148,0.0002184762,0.0007439336,0.0004096032,2.110231e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006505577,"about_ca_system_score_gemma":0.000282559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004136799,"about_ca_topic_score_gemma":0.001593275,"domain_scores_codex":[0.9954653,0.001790544,0.00092279,0.000627421,0.001028739,0.0001651745],"domain_scores_gemma":[0.9973238,0.00131407,0.0006177562,0.0004573281,0.0002157021,0.00007135343],"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":[0.00009079685,0.0002641445,0.2448016,0.0001294077,0.00003761045,9.845124e-8,0.007617006,0.7404972,0.003445168,0.0008600368,0.00001868299,0.002238313],"study_design_scores_gemma":[0.000233735,0.00002708034,0.3053808,0.0001328794,0.00007971946,2.230112e-7,0.0004481615,0.6420393,0.001146307,0.05040404,4.437877e-7,0.0001073461],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9050635,0.00001244944,0.09191651,0.0004382118,0.0002821907,0.0006135657,0.001460061,0.00002379425,0.0001897504],"genre_scores_gemma":[0.9869166,0.00001430584,0.01266071,0.0001203334,0.0001107477,0.00005003425,0.0001067888,0.00001723217,0.000003227244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09845787,"threshold_uncertainty_score":0.6529312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2129540861776088,"score_gpt":0.4076321973597075,"score_spread":0.1946781111820986,"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."}}