{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002368278,0.0003101073,0.0005419175,0.00005849256,0.00005792711,0.00004096801,0.0002367752,0.0001989175,0.001291794],"category_scores_gemma":[0.00004994347,0.0003061506,0.00006805632,0.0002360922,0.0003555255,0.0001158884,0.0000544877,0.0004553844,0.00002779114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004235739,"about_ca_system_score_gemma":0.00004835358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008640911,"about_ca_topic_score_gemma":0.0004807484,"domain_scores_codex":[0.998309,0.000006016377,0.0005177206,0.0004744655,0.0003753603,0.0003174672],"domain_scores_gemma":[0.9991905,0.00008441367,0.0003914474,0.0001294875,0.00008837751,0.0001157818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006982309,0.00004195566,0.9745908,0.0004670178,0.00002008252,0.000004551854,0.0001801756,0.0003561748,0.00005521259,0.0007075411,0.00008123488,0.02342539],"study_design_scores_gemma":[0.001102768,0.0003413067,0.9442695,0.0004476105,0.00003892405,0.000006403124,0.0001295276,0.005406564,0.0004530432,0.003082292,0.04378643,0.0009355858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9462206,0.0009472772,0.0004266058,0.0001006832,0.00007972696,0.0005160257,0.00009521723,0.00004172331,0.05157218],"genre_scores_gemma":[0.9912137,0.0001497908,0.004883855,0.00007086348,0.00007975301,0.000004293845,0.0001147174,0.00001177976,0.003471224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04810096,"threshold_uncertainty_score":0.9999391,"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."}}