{"id":"W4295693978","doi":"10.1111/fire.12322","title":"Certification by financial and legal advisors in private debt markets","year":2022,"lang":"en","type":"article","venue":"Financial Review","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais; Université Laval","funders":"","keywords":"Certification; Leverage (statistics); Business; Loan; Syndicated loan; Negotiation; Debt; Intermediary; Financial intermediary; Finance; Quality (philosophy); Investment banking; Accounting; Financial system; Economics; Management","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":[0.008095606,0.000147231,0.0007051424,0.001458263,0.0005220009,0.002429373,0.0004569153,0.001123322,0.007880837],"category_scores_gemma":[0.05124618,0.0001980086,0.0002596009,0.00196573,0.001641985,0.002123364,0.000941922,0.0009011239,0.0004932242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149711,"about_ca_system_score_gemma":0.0009792476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007103501,"about_ca_topic_score_gemma":0.009956389,"domain_scores_codex":[0.9970613,0.001251908,0.0001897833,0.00039388,0.0005041027,0.0005990422],"domain_scores_gemma":[0.8160573,0.08803017,0.07874683,0.003443243,0.00463304,0.009089435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007242428,0.0005113909,0.9549769,0.00007863924,0.0001053641,0.0003490281,0.0006573105,0.004350769,0.0007169652,0.009548817,0.002173903,0.02580664],"study_design_scores_gemma":[0.0001295745,0.000184999,0.9805847,0.00004535355,0.00007206447,0.0001202667,0.0008109478,0.00829537,0.000410686,0.007169808,0.002148749,0.00002750053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958369,0.0004853429,0.0002438505,0.0005037098,0.000006391983,0.00001220568,0.0001800399,0.000008459478,0.002723075],"genre_scores_gemma":[0.9995129,0.00005292015,0.000027811,0.00002163621,0.00001462186,0.000002353235,0.00005220828,0.000001257823,0.0003142122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008095606,"threshold_uncertainty_score":0.0428142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01329504526855262,"score_gpt":0.214977714587702,"score_spread":0.2016826693191493,"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."}}