{"id":"W4416000114","doi":"10.5465/amproc.2025.18119abstract","title":"Sustainability Certifications as Tools of Normalizing Governance","year":2025,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Certification; Sustainability; Corporate governance; Multinational corporation; Corporate social responsibility; Compromise; Convention; Sustainable development; Global governance","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":[],"consensus_categories":[],"category_scores_codex":[0.0007895617,0.0002148343,0.0003487391,0.0002399854,0.0001974702,0.0001567363,0.0006632507,0.0001324905,0.00004028662],"category_scores_gemma":[0.0007850113,0.0002234431,0.0001676361,0.001456293,0.0002469954,0.002037769,0.0004230716,0.0001918656,0.00000968225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002077627,"about_ca_system_score_gemma":0.00003395094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004539101,"about_ca_topic_score_gemma":0.000001560985,"domain_scores_codex":[0.9981206,0.000005596864,0.0006491116,0.0003922298,0.0004153152,0.0004171147],"domain_scores_gemma":[0.9988245,0.0000426497,0.0005097765,0.0001347363,0.0004702817,0.00001808086],"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":[0.00006349232,0.0001979906,0.02609599,0.004262304,0.00009817854,4.949449e-7,0.0002566185,0.00001675283,0.00007205539,0.9489323,0.007642311,0.01236151],"study_design_scores_gemma":[0.0007715741,0.00001979092,0.53032,0.0002836889,0.0003933514,2.404087e-7,0.02149344,0.0001399091,0.0008021908,0.2789577,0.1664543,0.0003638381],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7053956,0.0002255618,0.00008862303,0.01585541,0.0001083398,0.001188637,0.000005896401,0.0001332499,0.2769987],"genre_scores_gemma":[0.9968031,0.00009592699,0.0001195389,0.001323411,0.000111479,0.00004424921,0.000004107066,0.00001350298,0.001484706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6699746,"threshold_uncertainty_score":0.9111747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02567126089808172,"score_gpt":0.2941757625987016,"score_spread":0.2685045017006199,"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."}}