{"id":"W4399394790","doi":"10.1126/science.adi0503","title":"Greenhouse gas mitigation requires caution","year":2024,"lang":"en","type":"article","venue":"Science","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Nitrous oxide; Greenhouse gas; Methane; Environmental science; Methane emissions; Chemistry; Ecology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01625705,0.00127104,0.002159116,0.001172108,0.003806056,0.005701304,0.004080476,0.01114432,0.005393229],"category_scores_gemma":[0.04240321,0.0006234674,0.001358203,0.0008628215,0.009441991,0.006272274,0.002962405,0.02818742,0.005726605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001851418,"about_ca_system_score_gemma":0.006148308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01138547,"about_ca_topic_score_gemma":0.02024024,"domain_scores_codex":[0.9856902,0.004401859,0.001388566,0.002146013,0.005909047,0.0004643456],"domain_scores_gemma":[0.9658047,0.01819507,0.001368039,0.003650205,0.009747692,0.001234301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002311462,0.0001672535,0.004969589,0.00251064,0.0003951555,0.001772983,0.00347559,0.001087103,0.00884986,0.09450506,0.7526207,0.129415],"study_design_scores_gemma":[0.00004739632,0.00009197161,0.00279015,0.001802634,0.0001010818,0.001170885,0.001962985,0.0005634608,0.002781072,0.09503061,0.8935423,0.0001154235],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007677016,0.03512537,0.01788021,0.8374253,0.03878278,0.0001583266,0.0004100925,0.001085575,0.06145538],"genre_scores_gemma":[0.119816,0.03279389,0.04127302,0.7343678,0.02397761,0.000384754,0.0002322869,0.0005982972,0.04655648],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01625705,"threshold_uncertainty_score":0.08597654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00583244145584942,"score_gpt":0.220394617381939,"score_spread":0.2145621759260896,"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."}}