{"id":"W4409649019","doi":"10.54097/mxvx2b14","title":"A Literature Study on the Impact of ESG Information Disclosure Quality on the Value of Listed Companies","year":2025,"lang":"en","type":"article","venue":"Highlights in Business Economics and Management","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Business; Value (mathematics); Quality (philosophy); Accounting; Information quality; Information system; Statistics; Engineering; Mathematics","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":[0.001136748,0.0001789809,0.0003185412,0.0003363679,0.0001510374,0.0002838024,0.0002473334,0.00004447173,0.000006236248],"category_scores_gemma":[0.0001822621,0.00009901681,0.00008439499,0.0007951972,0.00008257171,0.0004390865,0.0002780634,0.00008396787,0.000002347549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007583162,"about_ca_system_score_gemma":0.0000291913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009643421,"about_ca_topic_score_gemma":0.0002280202,"domain_scores_codex":[0.9987705,0.00005383444,0.0007318285,0.0001917624,0.0001145764,0.0001374636],"domain_scores_gemma":[0.9984095,0.0002105927,0.0007401562,0.0004454895,0.0001891937,0.000005081325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002551512,0.0002650587,0.01123504,0.0002888721,0.000127055,0.000001970134,0.0005465195,0.003091844,0.000003926572,0.9826964,0.0001667622,0.00132142],"study_design_scores_gemma":[0.0005192157,0.00002320499,0.9833947,0.000244329,0.00004183578,1.073463e-7,0.001562375,0.001670323,0.00001123978,0.006841283,0.005572535,0.0001188145],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783303,0.00001885536,0.00002329298,0.007147683,0.0001675727,0.001115504,0.000005828271,0.00001410594,0.01317693],"genre_scores_gemma":[0.9992994,0.0001821369,0.000006386312,0.0002963416,0.00004083635,0.00004034345,0.00001243877,0.000006451148,0.0001156712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9758551,"threshold_uncertainty_score":0.4037788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02671096570981799,"score_gpt":0.2760636477464821,"score_spread":0.2493526820366641,"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."}}