{"id":"W4313579995","doi":"10.5194/essd-15-75-2023","title":"Version 2 of the global catalogue of large anthropogenic and volcanic SO <sub>2</sub> sources and emissions derived from satellite measurements","year":2023,"lang":"en","type":"article","venue":"Earth system science data","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"Earth Sciences Division; Goddard Space Flight Center; National Aeronautics and Space Administration","keywords":"Ozone Monitoring Instrument; Satellite; Environmental science; Emission inventory; Volcano; Total Ozone Mapping Spectrometer; Meteorology; Trace gas; Troposphere; Atmospheric sciences; Remote sensing; Ozone; Geology; Geography; Ozone layer; Air quality index; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007539827,0.0001040455,0.0001723954,0.00000783211,0.0004967048,0.00005758101,0.0007374198,0.00004283687,0.00003335574],"category_scores_gemma":[0.0001237593,0.00007000571,0.0000220164,0.0006973439,0.0007667413,0.0003187338,0.0003189355,0.00005360799,0.00001912616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004307014,"about_ca_system_score_gemma":0.0001723583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001125268,"about_ca_topic_score_gemma":0.00158023,"domain_scores_codex":[0.9985279,0.00005786899,0.0002282092,0.0004056414,0.0005210142,0.0002593674],"domain_scores_gemma":[0.9989933,0.00006792408,0.0001629871,0.000596348,0.00004195836,0.0001374314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001352017,0.000008252581,0.8236737,0.00008459428,0.00001477938,0.000002504345,0.0002477355,0.00004365304,0.1730624,0.000002351404,0.00006706187,0.002779475],"study_design_scores_gemma":[0.0002354098,0.00002090788,0.8872541,0.0001955134,0.00002338274,0.000009673357,0.001485017,0.004136608,0.1062893,0.000008835082,0.0002426047,0.00009870439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931391,0.001051898,0.00002179522,0.00004694269,0.0001724534,0.0001206571,0.005375227,0.00002060043,0.00005129218],"genre_scores_gemma":[0.9992571,0.0001137533,0.00008124307,0.00001020102,0.00002267808,2.136346e-7,0.0005092935,0.000001446079,0.00000410455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06677311,"threshold_uncertainty_score":0.3820302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02840399316324305,"score_gpt":0.2412926793655081,"score_spread":0.2128886862022651,"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."}}