{"id":"W4411939319","doi":"10.1111/jiec.70062","title":"The biophysical economic structure of four developed countries: Lessons for decarbonization","year":2025,"lang":"en","type":"article","venue":"Journal of Industrial Ecology","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Svenska Forskningsrådet Formas","keywords":"Industrial ecology; Environmental science; Business; Natural resource economics; Economics; Biology; Sustainability; Ecology","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":[0.0006329957,0.0002511518,0.0004532715,0.003208639,0.001078333,0.003143132,0.000317114,0.0002438607,0.0009291928],"category_scores_gemma":[0.001327293,0.0001715256,0.0004976806,0.005403365,0.001869511,0.00104428,0.001786311,0.0005742452,0.00006033419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007121213,"about_ca_system_score_gemma":0.004735717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4456619,"about_ca_topic_score_gemma":0.5010452,"domain_scores_codex":[0.9995845,0.00009446948,0.00001535601,0.00004336465,0.00007055964,0.0001917589],"domain_scores_gemma":[0.9994798,0.00008704606,0.00007991804,0.00004751181,0.0002143854,0.00009133475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004610076,0.0001066619,0.6655179,0.0002383729,0.0005134899,0.001560495,0.006679062,0.05591152,0.001768561,0.194435,0.002963706,0.06984431],"study_design_scores_gemma":[0.0000432715,0.00008828564,0.9098318,0.000286459,0.0002151733,0.0001929334,0.02792352,0.01376653,0.001002261,0.02319412,0.0233695,0.00008606361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752287,0.001240051,0.0008029623,0.001021544,0.00001312315,0.00002207779,0.000694459,0.00001783066,0.02095931],"genre_scores_gemma":[0.9983268,0.0005523827,0.0004280374,0.00004492046,0.000001823679,0.000004896697,0.0002671844,0.000003644049,0.0003702464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4456619,"threshold_uncertainty_score":0.8861357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03133824791376354,"score_gpt":0.3169880238319902,"score_spread":0.2856497759182266,"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."}}