{"id":"W3038704962","doi":"10.2139/ssrn.3575501","title":"Do Directors Drive Corporate Sustainability?","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Sustainability; Sustainability organizations; Business; Social sustainability; Corporate sustainability; Accounting; Sustainability reporting; Corporate social responsibility; Environmental Sustainability Index; Sustainability science; Public relations","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003101926,0.0001827039,0.0002549855,0.001164951,0.0014965,0.005843272,0.0004986024,0.002185627,0.02172833],"category_scores_gemma":[0.02073316,0.0002761426,0.0002288902,0.0009278627,0.002376258,0.002817075,0.00122051,0.001644399,0.002323329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001740854,"about_ca_system_score_gemma":0.003182853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01177572,"about_ca_topic_score_gemma":0.02110084,"domain_scores_codex":[0.9978967,0.0007871177,0.00005460486,0.0002339536,0.000381137,0.0006464905],"domain_scores_gemma":[0.9781847,0.007885633,0.006215259,0.0005730023,0.002825803,0.004315629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003129396,0.0008142135,0.7702217,0.0001405477,0.0001637687,0.0004184534,0.007598958,0.0004332769,0.0004522381,0.07420906,0.05515737,0.09007751],"study_design_scores_gemma":[0.0001322249,0.0003006399,0.7011603,0.0002944142,0.0002040556,0.0003432352,0.0461078,0.001243636,0.00117882,0.0597169,0.1892411,0.00007692165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6500841,0.002692449,0.0009045027,0.1196041,0.0007156256,0.00004492302,0.0003231162,0.00006543671,0.2255657],"genre_scores_gemma":[0.9766746,0.0007169342,0.0001051723,0.00403595,0.0002117583,0.00001162105,0.00007320774,0.00001583441,0.01815499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02172833,"threshold_uncertainty_score":0.07268852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02145903960640684,"score_gpt":0.2471085545276324,"score_spread":0.2256495149212255,"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."}}