{"id":"W1616588385","doi":"","title":"Sustainability Matters: Why and How Corporate Boards Should Become Involved","year":2012,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Sustainability; Corporate sustainability; Corporate governance; Sustainability organizations; Business; Corporation; Sustainability science; Social sustainability; Corporate social responsibility; Corporate communication; Accounting; Sustainability reporting; Corporate law; Corporate security; Stakeholder; Public relations; Finance; Political science","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":[0.01461268,0.0003939902,0.0004255506,0.0008698662,0.007233373,0.01630476,0.001301567,0.00864529,0.01422017],"category_scores_gemma":[0.04381654,0.000405907,0.0003823351,0.0009055664,0.01095883,0.01837367,0.004656014,0.007229933,0.004210053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00498983,"about_ca_system_score_gemma":0.008567791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006824395,"about_ca_topic_score_gemma":0.007802326,"domain_scores_codex":[0.9823995,0.009111818,0.0003916312,0.001480663,0.00284753,0.003768807],"domain_scores_gemma":[0.971018,0.007786938,0.002734344,0.001196053,0.005762508,0.01150217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009492931,0.0003057213,0.01860306,0.0004784386,0.00003811476,0.0006146872,0.02965837,0.0003568677,0.001203002,0.3237975,0.4015446,0.2233048],"study_design_scores_gemma":[0.00005435352,0.00008069138,0.01073986,0.0008635941,0.0000278056,0.0002588105,0.03189937,0.0002642876,0.000480159,0.1083369,0.846947,0.00004721099],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03388731,0.01214613,0.006188924,0.7560869,0.01294503,0.0001228649,0.00005634106,0.0002582937,0.1783081],"genre_scores_gemma":[0.7560592,0.007475707,0.003408404,0.136446,0.005929024,0.0001839103,0.00009465242,0.0002917205,0.09011147],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01630476,"threshold_uncertainty_score":0.07728022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03551167059963752,"score_gpt":0.2627364860325246,"score_spread":0.2272248154328871,"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."}}