{"id":"W110823982","doi":"10.1007/978-3-319-04379-1_7","title":"Source Attribution of Attainment and Exposure-Based Ozone Metrics in North America","year":2013,"lang":"en","type":"book-chapter","venue":"Springer proceedings in complexity","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Attribution; Ozone; Environmental science; Geography; Psychology; Social psychology; Meteorology","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":[0.0008820397,0.0002903961,0.0002645446,0.003254584,0.0005319437,0.002044489,0.0006470048,0.0003672676,0.009626053],"category_scores_gemma":[0.007286393,0.0001778162,0.0003005175,0.008572892,0.0004707643,0.001494309,0.00164493,0.0007606028,0.001421933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00150377,"about_ca_system_score_gemma":0.000875738,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04481367,"about_ca_topic_score_gemma":0.04303167,"domain_scores_codex":[0.9995369,0.00007524004,0.00003723423,0.00008806978,0.0002154287,0.00004724585],"domain_scores_gemma":[0.9966625,0.0009624014,0.0007176078,0.0003200813,0.001136295,0.0002011517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002859712,0.00008061394,0.4633051,0.0005687461,0.0002834514,0.0004725125,0.004014886,0.009971227,0.00167734,0.1102353,0.120177,0.2889279],"study_design_scores_gemma":[0.00001579577,0.00002840639,0.8066955,0.0003136762,0.00005203387,0.0001977757,0.002782523,0.01093094,0.0009766206,0.07216203,0.1057874,0.00005732067],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5527803,0.01214427,0.03045622,0.01296908,0.001852271,0.0001300117,0.09324324,0.001593978,0.2948306],"genre_scores_gemma":[0.9465156,0.003724188,0.004759771,0.0001583935,0.0003512709,0.0000533409,0.02140439,0.0003107989,0.02272224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9551863,"threshold_uncertainty_score":0.08910567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0348953291962276,"score_gpt":0.2124774755049112,"score_spread":0.1775821463086836,"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."}}