{"id":"W4398667970","doi":"10.1016/j.irfa.2024.103376","title":"ESG ratings, business credit acquisition, and corporate value","year":2024,"lang":"en","type":"article","venue":"International Review of Financial Analysis","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Business; Credit rating; Value (mathematics); Accounting; Business administration; Actuarial science; Mathematics; Statistics","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":[0.0003348376,0.0001548869,0.0003831947,0.0003268933,0.00005729863,0.000143857,0.0002310585,0.00004066826,0.0003072806],"category_scores_gemma":[0.0004969406,0.0001358247,0.0001711294,0.003593592,0.00005920807,0.0008338233,0.0000906308,0.00008154699,0.00009041061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002743374,"about_ca_system_score_gemma":0.00007432892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004386689,"about_ca_topic_score_gemma":0.00004937828,"domain_scores_codex":[0.9987197,0.000007410136,0.000481737,0.0003110559,0.0003606607,0.0001194541],"domain_scores_gemma":[0.9982184,0.00002729011,0.0005343137,0.0001532257,0.001057438,0.000009319483],"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":[0.0000640228,0.0001511401,0.1526226,0.01609811,0.001024441,0.00028773,0.00002215453,0.0003847526,0.0002245375,0.5440775,0.1244739,0.1605691],"study_design_scores_gemma":[0.0001682159,0.000005934667,0.6764436,0.00493469,0.00143782,0.000006398773,0.000002103879,0.009815443,0.00002299713,0.005493584,0.3013826,0.0002866011],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6089092,0.2030867,0.08962623,0.04748692,0.007972911,0.001594749,0.0005939694,0.0005503033,0.04017904],"genre_scores_gemma":[0.9755639,0.01616998,0.0002166209,0.004863873,0.001939788,0.00003339764,0.0002461085,0.00001618443,0.0009500833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5385839,"threshold_uncertainty_score":0.5538771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01355416316665489,"score_gpt":0.2405279445951695,"score_spread":0.2269737814285146,"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."}}