{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002974701,0.0002514244,0.0003349739,0.0001572612,0.0004335803,0.0004909221,0.0003825203,0.00009280846,0.0001147482],"category_scores_gemma":[0.003631293,0.0002368514,0.000237813,0.001119488,0.00009960173,0.001117267,0.0002002862,0.001695672,0.0001539024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001161775,"about_ca_system_score_gemma":0.002877473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002062896,"about_ca_topic_score_gemma":0.0004103321,"domain_scores_codex":[0.9962608,0.00005666741,0.0006176023,0.0004231421,0.0004809042,0.002160944],"domain_scores_gemma":[0.9976743,0.00006648406,0.001205569,0.0002143333,0.0007824226,0.00005691617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005858999,0.0001390183,0.3512092,0.0001491563,0.0002228208,0.0001685724,0.0004748871,0.0002192154,0.001054282,0.4841509,0.0006679673,0.1609581],"study_design_scores_gemma":[0.0006818143,0.00008954106,0.007301808,0.00001635022,0.0001012193,0.00005051326,0.008848956,0.000654729,0.00003833421,0.9605679,0.02117979,0.0004690463],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851812,0.0004122182,0.002651654,0.007688987,0.0002685844,0.0003352964,5.702371e-7,0.000204025,0.00325754],"genre_scores_gemma":[0.9960167,0.00007389489,0.00002204164,0.001036499,0.002246925,0.000005823124,0.000004811218,0.00004807958,0.0005452316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.476417,"threshold_uncertainty_score":0.9658518,"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."}}