{"id":"W3138794223","doi":"10.1029/2020jd033208","title":"Fifteen Years of HFC‐134a Satellite Observations: Comparisons With SLIMCAT Calculations","year":2021,"lang":"en","type":"article","venue":"Journal of Geophysical Research Atmospheres","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Centre for Earth Observation; Natural Environment Research Council; Sight Research UK; Royal Society; Canadian Space Agency; UK Research and Innovation","keywords":"Montreal Protocol; Environmental science; Troposphere; Satellite; Atmosphere (unit); Atmospheric sciences; Meteorology; Ozone layer; Ozone depletion; Greenhouse gas; Chlorofluorocarbon; Ozone; Tropospheric ozone; Climatology; Geography; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005055288,0.000117768,0.0003902472,0.00001096774,0.0001807696,0.00008490272,0.0003271304,0.00006447203,0.001453624],"category_scores_gemma":[0.0003675543,0.00008973914,0.0001574351,0.001070241,0.0003046412,0.0003647875,0.00003544057,0.0005295143,0.00009954088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001438286,"about_ca_system_score_gemma":0.0005587243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001871226,"about_ca_topic_score_gemma":0.002435586,"domain_scores_codex":[0.9974219,0.0002849326,0.0004944682,0.0001845526,0.001190375,0.0004237817],"domain_scores_gemma":[0.9971644,0.001097571,0.0002442274,0.000270037,0.0009592848,0.0002644321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004035971,0.0003835728,0.9139844,0.0000686549,0.0002901164,0.0004110147,0.0005287911,0.005926502,0.0008303828,0.00128987,0.003434143,0.07244901],"study_design_scores_gemma":[0.0004143107,0.0005649324,0.9806176,0.0001033785,0.00003424734,0.00003125441,0.001411993,0.001926371,0.0003064776,0.001246396,0.01323431,0.0001087488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936606,0.002221916,0.000308539,0.0007439989,0.00007211795,0.00009402376,0.00002444024,0.000008199667,0.002866166],"genre_scores_gemma":[0.9804246,0.0007216307,0.0178066,0.00005859372,0.0001913634,8.037221e-7,0.00002231546,0.00000762847,0.0007664942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07234026,"threshold_uncertainty_score":0.9994592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07091733294773632,"score_gpt":0.315940790781905,"score_spread":0.2450234578341687,"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."}}