{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005787798,0.000176083,0.0003244842,0.0000793867,0.0002221519,0.00005300046,0.0002433102,0.00003731524,0.0002662617],"category_scores_gemma":[0.0004263887,0.0001872209,0.00006341305,0.0008869626,0.00002936349,0.0006336586,0.0002009686,0.000234597,0.00008233053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006115129,"about_ca_system_score_gemma":0.00007486977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002945898,"about_ca_topic_score_gemma":0.0001146944,"domain_scores_codex":[0.9986666,0.00002631171,0.0004047959,0.000367719,0.0002574376,0.0002770683],"domain_scores_gemma":[0.9993606,0.00001736614,0.0003504265,0.0002208779,0.00004033101,0.00001039007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001908746,0.0002668755,0.05564874,0.003520427,0.000004078553,0.00011076,0.0000181139,0.00001121345,0.0001984558,0.06953229,0.5062376,0.3642606],"study_design_scores_gemma":[0.0002486069,0.000008913988,0.2417558,0.0003843806,0.00001395054,0.000002816266,0.000001108195,0.00005095777,0.000003414488,0.0007222324,0.7566291,0.0001786958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8913854,0.09227265,0.0002004469,0.008737898,0.0008519326,0.001538667,0.00008584367,0.0001018869,0.004825229],"genre_scores_gemma":[0.955211,0.02427319,0.00005329752,0.01756801,0.0004942942,0.00051817,0.0001391332,0.0000411389,0.001701806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3640819,"threshold_uncertainty_score":0.7634645,"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."}}