{"id":"W4306160434","doi":"10.3390/su142013154","title":"Improving ESG Scores with Sustainability Concepts","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; Université du Québec à Montréal","funders":"","keywords":"Sustainability; Sustainability reporting; Sustainability organizations; Corporate governance; Social sustainability; Mainstream; Business; Sustainable development; Temporality; Measure (data warehouse); Transparency (behavior); Corporate social responsibility; Accounting; Process management; Computer science; Public relations; Political science; Data mining","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":[0.02906631,0.001442382,0.000857555,0.01116877,0.001322929,0.006910108,0.001572298,0.001220946,0.01789241],"category_scores_gemma":[0.1149512,0.0003022377,0.001218161,0.0120128,0.003020025,0.01051485,0.006351001,0.002016475,0.004449247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003024763,"about_ca_system_score_gemma":0.002944269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00196692,"about_ca_topic_score_gemma":0.002964234,"domain_scores_codex":[0.9741377,0.009532239,0.003496673,0.001406949,0.01037295,0.001053376],"domain_scores_gemma":[0.9340746,0.02179156,0.008639254,0.005925259,0.02760805,0.00196127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00033166,0.0005019535,0.0932786,0.001077575,0.0001845807,0.0001347602,0.006059823,0.004632115,0.001974685,0.1096727,0.03799904,0.7441525],"study_design_scores_gemma":[0.0001886862,0.001851432,0.210191,0.002883126,0.000344127,0.0004213864,0.02949614,0.02986756,0.01157243,0.3426986,0.3699821,0.0005034392],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3371358,0.001512936,0.3479433,0.007883468,0.001683312,0.002721109,0.005603837,0.003758598,0.2917577],"genre_scores_gemma":[0.6778219,0.0008324967,0.3017098,0.0008236112,0.0001770142,0.002023173,0.00335096,0.0005280671,0.01273306],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02906631,"threshold_uncertainty_score":0.1537192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005377705961968936,"score_gpt":0.2250164422146521,"score_spread":0.2196387362526832,"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."}}