{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009236386,0.0004317197,0.0007316736,0.0002399528,0.0004016662,0.00004035408,0.0003740264,0.0003922844,0.000730174],"category_scores_gemma":[0.00002679025,0.000539721,0.0001952609,0.00004312816,0.0021398,0.0006685093,0.0002479415,0.0003334672,0.0001185193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004475434,"about_ca_system_score_gemma":0.00004838959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001061754,"about_ca_topic_score_gemma":0.00003853026,"domain_scores_codex":[0.997284,0.00001127719,0.0009460354,0.00110036,0.0001971954,0.0004611273],"domain_scores_gemma":[0.9985088,0.00004928082,0.0007508242,0.0004258619,0.000012944,0.0002523054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001379009,0.0001854197,0.001512464,0.0001513722,0.00005752861,0.000003352132,0.002049618,0.0001386805,0.00004565995,0.9947325,0.0004623803,0.0005231063],"study_design_scores_gemma":[0.001203378,0.000768305,0.005298866,0.00008283458,0.00009489897,0.00004949081,0.0003949635,0.01172976,0.0003335137,0.8862082,0.09253326,0.001302476],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7545537,0.01519121,0.02638147,0.0009225584,0.001892574,0.004094716,0.02123193,0.0001385627,0.1755933],"genre_scores_gemma":[0.9899444,0.003494938,0.00128277,0.0001439881,0.00008936084,0.00003106979,0.0003419366,0.00005086655,0.004620675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2353907,"threshold_uncertainty_score":0.9997054,"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."}}