{"id":"W4409237674","doi":"10.1057/s42214-025-00213-x","title":"From the editors: Global sustainability reporting standards and the future of international business","year":2025,"lang":"en","type":"article","venue":"Journal of International Business Policy","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"HEC Montréal; Queen's University","funders":"","keywords":"Sustainability; Business; Sustainability reporting; International business; Accounting; Environmental resource management; Political science; Environmental science; Economics; Public relations; Corporate social responsibility; Management","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004489506,0.0002016362,0.0004504701,0.000276494,0.000214869,0.0005207341,0.000858561,0.0001016135,0.0000561895],"category_scores_gemma":[0.04146496,0.000120847,0.0002175788,0.001619537,0.0004479327,0.001097353,0.0005737505,0.0002896764,7.543288e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006801883,"about_ca_system_score_gemma":0.001888122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006071995,"about_ca_topic_score_gemma":0.0002381846,"domain_scores_codex":[0.9961845,0.00006439467,0.002087481,0.0002275047,0.001240913,0.0001951767],"domain_scores_gemma":[0.977198,0.0005003292,0.006292295,0.000311759,0.01568018,0.00001740938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003575939,0.0002345912,0.7987609,0.0002483504,0.0008417009,0.00009192752,0.00045913,0.0006218971,0.0001397938,0.1055848,0.03110385,0.05833714],"study_design_scores_gemma":[0.00138964,0.000002909735,0.7325994,0.0002134218,0.00009777456,0.0000310792,0.002424876,0.0002133758,0.00001020384,0.1011808,0.1617281,0.0001084266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6697487,0.0004902579,0.001892867,0.3104678,0.01072419,0.0003042248,0.00004613632,0.00002472686,0.0063011],"genre_scores_gemma":[0.9512904,0.00008196198,0.0001088101,0.0014826,0.04686778,0.000005262137,0.00001442455,0.00001168663,0.0001371084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3089852,"threshold_uncertainty_score":0.9666092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009013686207512491,"score_gpt":0.3178959539100617,"score_spread":0.3088822677025492,"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."}}