{"id":"W3191226580","doi":"10.37773/ees.v4i2.461","title":"Why Socio-metabolic Studies are Central to Ecological Economics","year":2021,"lang":"en","type":"article","venue":"Ecology Economy and Society–the INSEE Journal","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Scholarship; Sustainability; China; Sustainable development; Natural resource economics; Global warming; Geography; Environmental planning; Climate change; Ecology; Economic growth; Economics","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":[0.004983518,0.000515457,0.0007672025,0.001843912,0.001569446,0.005521643,0.001184366,0.003001609,0.004560043],"category_scores_gemma":[0.008727714,0.0002932006,0.0005868929,0.002218868,0.01940704,0.01673693,0.002680352,0.005935583,0.0009430571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003141747,"about_ca_system_score_gemma":0.003006659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004388966,"about_ca_topic_score_gemma":0.003659937,"domain_scores_codex":[0.9981506,0.0009016115,0.00005653136,0.0002902379,0.0004130493,0.0001879418],"domain_scores_gemma":[0.9904572,0.006424736,0.0006277951,0.0006480336,0.001217952,0.0006242744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001860507,0.00004432417,0.001855742,0.000426576,0.00002831933,0.0001020069,0.001070832,0.0005032293,0.0001485629,0.9570391,0.01533764,0.02342507],"study_design_scores_gemma":[0.000009116802,0.00001947265,0.001898662,0.0004472025,0.00001161809,0.00009824245,0.002530026,0.0003831922,0.0001049873,0.878072,0.1164059,0.00001954559],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02096675,0.1673404,0.01914686,0.7026942,0.004742801,0.00004829891,0.0002683788,0.00006429358,0.08472788],"genre_scores_gemma":[0.6796482,0.2046993,0.01557814,0.07232253,0.01292571,0.0001407783,0.000188738,0.0001257034,0.01437084],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005521643,"threshold_uncertainty_score":0.02635568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02213324281979026,"score_gpt":0.2757470871426008,"score_spread":0.2536138443228105,"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."}}