{"id":"W4416767526","doi":"10.62051/fdb18394","title":"Policy Mechanisms for Sustainable Consumption in China: Historical and Sociological Perspectives","year":2025,"lang":"","type":"article","venue":"Transactions on Economics Business and Management Research","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Sustainable consumption; Consumption (sociology); Sustainable development; Welfare; Public policy; Sustainability; Energy consumption","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002173493,0.0004505421,0.0005853112,0.002954053,0.001405224,0.0008527439,0.0003478343,0.0003164991,0.0001220119],"category_scores_gemma":[0.0001414856,0.0004944142,0.0001060516,0.001409093,0.0007317543,0.001324821,0.0002534704,0.0005483818,0.00001565039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0037128,"about_ca_system_score_gemma":0.0001010539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003096,"about_ca_topic_score_gemma":0.0002634027,"domain_scores_codex":[0.9966878,0.0000923412,0.0006196311,0.00125261,0.0002020971,0.001145506],"domain_scores_gemma":[0.9987959,0.0002732166,0.00012909,0.0004386746,0.0003107053,0.00005246266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001022349,0.001560346,0.002434274,0.008515644,0.0001761832,0.00002382415,0.0002627299,0.002346923,0.000009825223,0.9514703,0.0003405282,0.03183706],"study_design_scores_gemma":[0.006779801,0.0001848727,0.4973555,0.0004607502,0.0002937314,0.000003710628,0.02011901,0.01223469,0.00001440588,0.4147808,0.0466551,0.00111767],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6694453,0.003364248,0.1954612,0.1076521,0.0007160632,0.01219975,0.00003005232,0.000162215,0.01096916],"genre_scores_gemma":[0.9603694,0.02280164,0.0004844331,0.0003393368,0.0001514413,0.0009845465,0.00001543971,0.00004729233,0.01480646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5366895,"threshold_uncertainty_score":0.9998948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02854298577963749,"score_gpt":0.2984396305164233,"score_spread":0.2698966447367858,"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."}}