{"id":"W4400217798","doi":"10.1111/1758-5899.13401","title":"Global governance through voluntary sustainability standards: Developments, trends and challenges","year":2024,"lang":"en","type":"article","venue":"Global Policy","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Carleton University","funders":"International Labour Organization; Fonds Wetenschappelijk Onderzoek; University of Cambridge","keywords":"Sustainability; Corporate governance; Business; Global governance; Political science; Finance; Biology; Ecology","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"],"consensus_categories":[],"category_scores_codex":[0.0004948582,0.0004161199,0.0003833448,0.00005682613,0.0003039918,0.00072688,0.0003394018,0.0001820362,0.00005263828],"category_scores_gemma":[0.0007281672,0.0003900541,0.000167401,0.001749336,0.0003257772,0.001934392,0.0004034049,0.0001411804,0.00002602628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003730208,"about_ca_system_score_gemma":0.0008180774,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02865491,"about_ca_topic_score_gemma":0.002489973,"domain_scores_codex":[0.9973095,0.00003369539,0.0003749745,0.0007022312,0.0006574367,0.0009221836],"domain_scores_gemma":[0.9991,0.00002380877,0.0000960632,0.000320413,0.0003925148,0.00006723734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006544124,0.00009937587,0.02803984,0.001297322,0.00009802676,0.00007297219,0.0004705448,0.000009275725,8.325998e-8,0.7454152,0.01748679,0.2069451],"study_design_scores_gemma":[0.0002969078,0.0000188853,0.3381072,0.00005116445,0.00005501755,0.000007966423,0.002769882,0.0000347908,1.632994e-7,0.2478985,0.4104431,0.0003164046],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3403417,0.04648627,0.0001281165,0.1207682,0.001695327,0.0007785726,0.001687551,0.001362467,0.4867518],"genre_scores_gemma":[0.9942128,0.00163164,0.00006169801,0.001886806,0.001938676,0.00001452878,0.00003189778,0.00002027607,0.0002016691],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6538711,"threshold_uncertainty_score":0.9998552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02173282297256737,"score_gpt":0.3107124407014838,"score_spread":0.2889796177289164,"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."}}