{"id":"W2800577985","doi":"10.1021/acs.est.7b05987","title":"Chilling Prospect: Climate Change Effects of Mismanaged Refrigerants in China","year":2018,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Green IT and Sustainability","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Geological Survey; Ministry of Environmental Protection; Danish Agency for Science and Higher Education; Danmarks Frie Forskningsfond; Forsknings- og Innovationsstyrelsen; National Natural Science Foundation of China","keywords":"Refrigerant; Environmental science; Global warming; Global-warming potential; Greenhouse gas; Air conditioning; China; Montreal Protocol; Natural resource economics; Ozone depletion; Waste management; Climate change; Scrap; Ozone layer; Environmental protection; Conditioners; Environmental engineering; Engineering; Meteorology; Ozone; Economics; Geography; Heat exchanger; Ecology","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":[0.0002551943,0.0001139596,0.0001556029,0.0003950848,0.0001117379,0.000006457238,0.0003459955,0.00005424467,0.00002257082],"category_scores_gemma":[0.00002512175,0.0001095507,0.00002051506,0.0008047522,0.001349474,0.0001784741,0.0001629673,0.0001568147,0.00002370563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002289166,"about_ca_system_score_gemma":0.00000394445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001843482,"about_ca_topic_score_gemma":0.00002026876,"domain_scores_codex":[0.9989401,0.000007994001,0.0001626849,0.0002666132,0.0001587433,0.000463833],"domain_scores_gemma":[0.9996266,0.000007409783,0.00002861429,0.0002974779,0.000002476081,0.000037454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000109537,0.0001893575,0.5483363,0.0001839154,0.000006479832,0.00007164181,0.002030754,0.0001272155,0.3556407,0.001018095,0.000004687016,0.09237991],"study_design_scores_gemma":[0.0003096235,0.000157318,0.7142326,0.00004039632,0.00000357397,0.00001026507,0.0002058575,0.003581649,0.2794552,0.001680065,0.0001553899,0.0001680406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981049,0.0001758005,0.0000455737,0.00007837697,0.0001505335,0.0003754901,0.000001820959,0.0001419724,0.000925488],"genre_scores_gemma":[0.9996157,0.00007584747,0.0002245955,0.000007465187,0.00001982737,0.00003894112,5.101402e-7,0.00001053656,0.000006611857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1658964,"threshold_uncertainty_score":0.4972193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002665745664472659,"score_gpt":0.1873720215688658,"score_spread":0.1847062759043931,"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."}}