{"id":"W4251126243","doi":"10.1007/978-94-007-1359-8_57","title":"Mixed Deterministic-Statistical Modelling of Regional Ozone Air Pollution","year":2011,"lang":"en","type":"book-chapter","venue":"NATO science for peace and security series. C, Environmental security","topic":"Economic and Environmental Valuation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Advection; Air pollution; Environmental science; Statistical model; Pollution; Pollutant; Ozone; Meteorology; Bayesian probability; Econometrics; Geography; Statistics; Mathematics","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":[0.001224873,0.0006511903,0.001017608,0.0005789842,0.0003575507,0.001375116,0.001913344,0.001372011,0.002680244],"category_scores_gemma":[0.004062467,0.0008254687,0.001606695,0.0008597985,0.0006402566,0.0009607537,0.001228389,0.001278914,0.0003494356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001324301,"about_ca_system_score_gemma":0.0009403345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05084994,"about_ca_topic_score_gemma":0.03615105,"domain_scores_codex":[0.9994317,0.0002590222,0.00003244391,0.0001278452,0.00007357835,0.00007542953],"domain_scores_gemma":[0.9979159,0.001422178,0.0002622534,0.0001091803,0.0002260147,0.00006434965],"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":[0.00002717866,0.00001465824,0.001386916,0.00003121205,0.00008476456,0.00003503163,0.00002299688,0.9615405,0.0003056722,0.03300443,0.0008887728,0.002657932],"study_design_scores_gemma":[0.000003983801,0.000004588642,0.000306778,0.000002451704,0.00001027468,0.000005266129,0.000004321315,0.9943066,0.00006210247,0.004971573,0.0003164344,0.000005487299],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1674011,0.003268333,0.8061724,0.002652867,0.0003937148,0.00006893236,0.005216646,0.0008089915,0.01401699],"genre_scores_gemma":[0.9568146,0.001039819,0.02618485,0.0001503762,0.0001886784,0.0001269929,0.0015461,0.0001382277,0.01381045],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05084994,"threshold_uncertainty_score":0.101108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09938844052984616,"score_gpt":0.2133074804449076,"score_spread":0.1139190399150615,"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."}}