{"id":"W4362591222","doi":"10.1093/rof/rfad012","title":"Director Expertise and Corporate Sustainability","year":2023,"lang":"en","type":"article","venue":"European Finance Review","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Sustainability; Business; Sustainability organizations; Accounting; Social sustainability; Corporate social responsibility; Corporate sustainability; Sustainability reporting; Public relations","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.003449209,0.0001399508,0.0001816081,0.001527083,0.0005195864,0.001728611,0.0003213122,0.0006129637,0.01339874],"category_scores_gemma":[0.02125116,0.00008136415,0.0001581491,0.001665807,0.00059587,0.001412792,0.00128712,0.0005899626,0.0008571093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001261005,"about_ca_system_score_gemma":0.001138966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004903697,"about_ca_topic_score_gemma":0.00623613,"domain_scores_codex":[0.997161,0.001188351,0.0001083777,0.0002660957,0.0007195464,0.0005565707],"domain_scores_gemma":[0.9637923,0.01283959,0.01499079,0.0007091328,0.004112482,0.003555745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000242864,0.0003565144,0.6103672,0.0007830411,0.0003290774,0.0004228892,0.002156914,0.003344016,0.000957094,0.03139377,0.08118551,0.268461],"study_design_scores_gemma":[0.00005664047,0.0002080816,0.8537243,0.0006300418,0.0001633619,0.000434442,0.002741201,0.001393122,0.0008986394,0.007788785,0.1319233,0.00003805433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7125962,0.02915994,0.002520478,0.02796886,0.0005024253,0.00005059886,0.000837328,0.000104213,0.2262599],"genre_scores_gemma":[0.9903031,0.003110498,0.0001895513,0.0006654539,0.0003155281,0.000006456164,0.000158543,0.00000694843,0.005243793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01339874,"threshold_uncertainty_score":0.04482323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05449468444436043,"score_gpt":0.2772729662803675,"score_spread":0.222778281836007,"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."}}