{"id":"W4323320233","doi":"10.1108/jec-10-2022-0147","title":"The use of ESG scores in academic literature: a systematic literature review","year":2023,"lang":"en","type":"article","venue":"Journal of Enterprising Communities People and Places in the Global Economy","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":150,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; Université du Québec à Montréal","funders":"","keywords":"Corporate social responsibility; Systematic review; Corporate governance; Sustainability reporting; Accounting; Psychology; Sustainability; Metric (unit); Business; Public relations; Political science; MEDLINE; Marketing; Finance","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":[0.004383692,0.0001475097,0.0005073591,0.0002347998,0.0001865605,0.0008063637,0.0005960682,0.00007343906,0.000001860289],"category_scores_gemma":[0.001696676,0.00008880417,0.0001315939,0.00131388,0.00009261582,0.001319646,0.0002652966,0.0006194059,0.000001481891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006692681,"about_ca_system_score_gemma":0.00005585352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002441366,"about_ca_topic_score_gemma":0.001590698,"domain_scores_codex":[0.997964,0.0003827979,0.00119746,0.00007276396,0.0001810993,0.0002018921],"domain_scores_gemma":[0.9960746,0.001924587,0.001479062,0.0003003739,0.0002111756,0.00001025579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0005128843,0.00008797276,0.882876,0.08021973,0.0001530544,0.0002905364,0.02066648,0.0004006283,0.000003107039,0.007057828,0.004311515,0.003420311],"study_design_scores_gemma":[0.001964828,0.000139655,0.1044815,0.7245197,0.0004814272,0.001670435,0.06850074,0.0076744,0.000002128661,0.06483111,0.02490789,0.0008262498],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9336064,0.06299266,0.000007916941,0.002158279,0.0002336473,0.0004005214,0.000004114635,0.00001008218,0.0005863456],"genre_scores_gemma":[0.9688751,0.02969717,0.0000162451,0.001244519,0.0001201056,0.000008652351,0.000007096107,0.000007164742,0.00002390862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7783945,"threshold_uncertainty_score":0.7775784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04410558981449023,"score_gpt":0.2945835727495872,"score_spread":0.2504779829350969,"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."}}