{"id":"W4401357264","doi":"10.1038/s41467-024-51113-2","title":"Rethinking time-lagged emissions and abatement potential of fluorocarbons in the post-Kigali Amendment era","year":2024,"lang":"en","type":"article","venue":"Nature Communications","topic":"Vehicle emissions and performance","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China; Guangdong University of Petrochemical Technology","keywords":"Amendment; Environmental science; Law; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0003363341,0.00009473559,0.00009796107,0.0001032604,0.0001520019,0.00004535143,0.0004686248,0.0001345957,0.00003318617],"category_scores_gemma":[0.00002165793,0.00006855822,0.00003893899,0.0003006257,0.000053043,0.00008661825,0.000131041,0.001025377,0.000005898104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003627584,"about_ca_system_score_gemma":0.00003120548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001699221,"about_ca_topic_score_gemma":0.0000432666,"domain_scores_codex":[0.9993618,0.00006503828,0.00021488,0.00009254646,0.0001428365,0.000122879],"domain_scores_gemma":[0.9990532,0.00015646,0.00001848132,0.0007050192,0.00003130502,0.00003547514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000320613,0.0005309044,0.00171234,0.0007112357,0.0004267012,0.00003325194,0.05025041,0.006548618,0.8005799,0.04514435,0.03439713,0.05963308],"study_design_scores_gemma":[0.0006339212,0.0001115373,0.02338171,0.001522283,0.0001619017,0.00008647646,0.001489061,0.8307813,0.006312971,0.003129328,0.1317822,0.0006072606],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9083577,0.05927254,0.0001360066,0.01736709,0.0003574766,0.0005366324,0.00008257989,0.0002948027,0.0135952],"genre_scores_gemma":[0.995522,0.002304447,0.001883409,0.0001135001,0.00002522343,0.00002853715,0.00004932077,0.0000142097,0.00005941625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8242327,"threshold_uncertainty_score":0.445481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01131946188730442,"score_gpt":0.2654957822701995,"score_spread":0.2541763203828951,"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."}}