{"id":"W4400049850","doi":"10.5194/acp-24-7309-2024","title":"Revealing the significant acceleration of hydrofluorocarbon (HFC) emissions in eastern Asia through long-term atmospheric observations","year":2024,"lang":"en","type":"article","venue":"Atmospheric chemistry and physics","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Met Office; National Research Foundation of Korea; National Aeronautics and Space Administration","keywords":"Montreal Protocol; Greenhouse gas; Environmental science; Atmospheric sciences; Refrigerant; Global warming; Megacity; Meteorology; Ozone layer; Climatology; Ozone; Climate change; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001451145,0.0002232254,0.0002443664,9.648969e-8,0.0001650052,0.0001064698,0.0002104777,0.0001012454,0.0009544654],"category_scores_gemma":[0.00001480295,0.0001643345,0.00008509932,0.0006177422,0.0001332268,0.0003353564,0.00002293058,0.0002611479,0.0000190295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001195461,"about_ca_system_score_gemma":0.00009637984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009954264,"about_ca_topic_score_gemma":0.00006069542,"domain_scores_codex":[0.9987131,0.00004157869,0.000381046,0.0003594523,0.0002228324,0.0002819942],"domain_scores_gemma":[0.9993321,0.0001879562,0.00009962035,0.0002772699,0.000030813,0.00007225614],"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":[0.00004709099,0.00009512781,0.6389207,0.0006880474,0.0001027526,0.00004449773,0.00228544,0.01247117,0.008700867,0.0001880098,0.0002235071,0.3362328],"study_design_scores_gemma":[0.000390944,0.00008674875,0.3957372,0.0005169737,0.0001413165,0.00002365129,0.0009010456,0.5920584,0.005142544,0.002852276,0.001571999,0.0005769048],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887215,0.003222675,0.002257026,0.0002558735,0.0001090532,0.0001750515,0.00001878276,0.00005693505,0.00518306],"genre_scores_gemma":[0.9934293,0.0008755936,0.003813343,0.00007791819,0.0002081117,0.000007411163,0.0001064193,0.00001192435,0.001469984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5795872,"threshold_uncertainty_score":0.9999588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0262798002245912,"score_gpt":0.2454928820939845,"score_spread":0.2192130818693933,"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."}}