{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002704354,0.0001776715,0.0003438576,0.00007788731,0.0001881232,0.0001273419,0.0001674056,0.00001846751,0.00004662693],"category_scores_gemma":[0.003916055,0.0001628584,0.00009505905,0.001321895,0.00009991855,0.000473406,0.0003724073,0.0001136028,0.0009627573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005535217,"about_ca_system_score_gemma":0.00005090595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003843966,"about_ca_topic_score_gemma":0.000009350117,"domain_scores_codex":[0.9984612,0.00009942,0.0005040468,0.0004346819,0.0001857591,0.0003148357],"domain_scores_gemma":[0.9986045,0.00005049081,0.0006467906,0.0004104005,0.0002726495,0.00001517881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002120767,0.00004028862,0.03011477,0.008485777,0.00001042283,0.0005946079,0.00005758024,0.000004253305,0.0001441796,0.004566028,0.02191479,0.9340461],"study_design_scores_gemma":[0.0001354404,0.000006405414,0.1788135,0.001406542,0.00003516554,0.000003209874,0.00003796361,0.000175742,0.000004030067,0.00255556,0.8165311,0.0002954423],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9198988,0.04275757,0.00004199566,0.00492631,0.0004479673,0.001369099,0.000002672233,0.0009344202,0.02962113],"genre_scores_gemma":[0.948661,0.04079524,0.00006282351,0.003673243,0.0008756241,0.00005669053,0.00003320425,0.0001059126,0.005736226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9337506,"threshold_uncertainty_score":0.9998151,"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."}}