{"id":"W4416155378","doi":"10.3138/cpp.2025-017","title":"From Legitimacy to Leadership: A Comparative Analysis of Environmental, Social, and Governance Reports from the World's Largest Private Equity Firms","year":2025,"lang":"en","type":"article","venue":"Canadian Public Policy","topic":"Sustainable Finance and Green Bonds","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; York University; University of Waterloo","funders":"","keywords":"Legitimacy; Corporate governance; Equity (law); Civil servants; Happening","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.004932913,0.0001489508,0.0002154612,0.01074971,0.0008999072,0.003241973,0.00040569,0.0003821944,0.002441874],"category_scores_gemma":[0.01886304,0.0001559111,0.0001586227,0.01364009,0.001422672,0.001844935,0.001906776,0.0003734493,0.0003300939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002870607,"about_ca_system_score_gemma":0.002789808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04008093,"about_ca_topic_score_gemma":0.07614846,"domain_scores_codex":[0.9970298,0.0007629441,0.0002611056,0.000170796,0.001226786,0.0005484881],"domain_scores_gemma":[0.9625871,0.01569328,0.01332592,0.001095884,0.005634793,0.001663016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001153058,0.00004531615,0.9344454,0.0002113954,0.00005432915,0.0003073023,0.02409251,0.0001117824,0.0002964746,0.003121846,0.005137594,0.03206069],"study_design_scores_gemma":[0.000005761443,0.00003376047,0.9598498,0.0001173524,0.00001339698,0.00005408704,0.02953896,0.0001108739,0.00009563837,0.0001518897,0.01001818,0.00001031296],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815432,0.001160444,0.00008570336,0.001179695,0.00002748864,0.00002568339,0.001265694,0.000007631703,0.01470443],"genre_scores_gemma":[0.9957128,0.00100775,0.00009308345,0.0000879025,0.00004576869,0.00002222286,0.001137081,0.000007485341,0.001885845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04008093,"threshold_uncertainty_score":0.07969528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07686291870432173,"score_gpt":0.2897041491367398,"score_spread":0.2128412304324181,"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."}}