{"id":"W2016649556","doi":"10.1177/0013916512474986","title":"Egregious Emitters","year":2013,"lang":"en","type":"article","venue":"Environment and Behavior","topic":"Energy, Environment, and Transportation Policies","field":"Energy","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Carbon footprint; Multivariate statistics; Household income; Consumption (sociology); Ecological footprint; Econometrics; Footprint; Economics; Survey data collection; Geography; Agricultural economics; Demographic economics; Environmental science; Statistics; Greenhouse gas; Mathematics; Sustainability; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004855932,0.0002827211,0.0003140165,0.001413664,0.001354498,0.001695106,0.0008572257,0.0003433162,0.03835118],"category_scores_gemma":[0.0009288321,0.000135159,0.0003235746,0.001940765,0.000407748,0.0006951722,0.001080892,0.0004903186,0.003474408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002593295,"about_ca_system_score_gemma":0.002770187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2874295,"about_ca_topic_score_gemma":0.563941,"domain_scores_codex":[0.9991722,0.00004853159,0.00001535678,0.000102757,0.0003310916,0.000330085],"domain_scores_gemma":[0.9995227,0.00004728471,0.00008618953,0.00008434372,0.0001881838,0.00007138198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002981062,0.0002206654,0.2558007,0.0005013631,0.0001612653,0.0008457776,0.003514706,0.001712326,0.00319576,0.09565127,0.06047374,0.5776243],"study_design_scores_gemma":[0.00002995629,0.00005243922,0.2432592,0.0002040282,0.0001058119,0.0006891306,0.003926808,0.0009030314,0.001803859,0.007121395,0.7418745,0.00002988617],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2916545,0.004496318,0.005649008,0.001334303,0.0001551876,0.0001768017,0.007079486,0.0004139967,0.6890405],"genre_scores_gemma":[0.7323865,0.002690186,0.00284279,0.0007086719,0.00005693994,0.00004587958,0.003208244,0.00005877452,0.258002],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2874295,"threshold_uncertainty_score":0.5715128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009328065370351768,"score_gpt":0.1983933173141213,"score_spread":0.1890652519437695,"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."}}