{"id":"W4396496215","doi":"10.5194/egusphere-2024-1015","title":"Consistency evaluation of tropospheric ozone from ozonesonde and IAGOS aircraft observations: vertical distribution, ozonesonde types and station-airport distance","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; University of Toronto","funders":"","keywords":"Environmental science; Meteorology; Consistency (knowledge bases); Troposphere; Ozone; Tropospheric ozone; Atmospheric sciences; Computer science; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000825244,0.0002787285,0.0003655148,0.00001942498,0.0001571822,0.0000837269,0.0001338867,0.0002154386,0.0003248832],"category_scores_gemma":[0.0004697576,0.000260614,0.00006545203,0.000199838,0.0004529778,0.0001337575,0.0006043283,0.0003453461,0.00002850602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003030411,"about_ca_system_score_gemma":0.0001030423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002212277,"about_ca_topic_score_gemma":0.0003538248,"domain_scores_codex":[0.997456,0.0001581441,0.000651588,0.0007058466,0.000805615,0.0002228472],"domain_scores_gemma":[0.9990039,0.0002234256,0.0001721002,0.0003661011,0.0001082758,0.0001261268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009600103,0.0003529647,0.9391211,0.0006639255,0.000312692,0.000009707771,0.003372652,0.007134155,0.001412951,0.009692905,0.00307101,0.03475991],"study_design_scores_gemma":[0.0005050533,0.00007762033,0.7418577,0.0003951126,0.000707096,0.000004916027,0.0009156663,0.1552881,0.0003777669,0.09891789,0.0004119533,0.0005410877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738416,0.002530445,0.02095116,0.0007627734,0.0004132128,0.0004930031,0.0003917851,0.00009376394,0.0005222578],"genre_scores_gemma":[0.9933158,0.0001690506,0.005486459,0.00002165602,0.00008570922,0.00005714075,0.0005710901,0.00002390371,0.0002692611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1972634,"threshold_uncertainty_score":0.9999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05116233543408985,"score_gpt":0.2902812653035055,"score_spread":0.2391189298694157,"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."}}