{"id":"W4389201299","doi":"10.1002/iir.1522","title":"An empirical snapshot of English corporate insolvencies","year":2023,"lang":"en","type":"article","venue":"International Insolvency Review","topic":"Corporate Insolvency and Governance","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Creditor; Insolvency; Bankruptcy; Debt; Actuarial science; Empirical examination; Business; Distribution (mathematics); Order (exchange); Empirical research; Accounting; Economics; Finance; Statistics; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000710167,0.0002348179,0.000415983,0.0002659758,0.00008010098,0.00009471003,0.0008639092,0.00007436219,0.001307246],"category_scores_gemma":[0.0009756548,0.0002152482,0.000209134,0.001377141,0.0001042935,0.001670072,0.0001877121,0.000182781,0.0005388502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003664603,"about_ca_system_score_gemma":0.00006557727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001181757,"about_ca_topic_score_gemma":0.00005133841,"domain_scores_codex":[0.9979394,0.0000223067,0.0007492669,0.0003917933,0.000627772,0.0002694354],"domain_scores_gemma":[0.9973052,0.00005763687,0.0009514075,0.0004247125,0.001236012,0.00002504005],"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":[0.0001317252,0.001062442,0.2689644,0.006770238,0.0002343741,0.0001635829,0.0003915549,0.000250845,0.001528051,0.1098599,0.5799952,0.03064759],"study_design_scores_gemma":[0.0003004023,0.00003346705,0.05046837,0.002182015,0.00005910205,0.000002218867,0.00005046578,0.001681821,0.00009389131,0.008291837,0.9364815,0.0003548894],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7530614,0.03496638,0.0003384039,0.008302266,0.01570936,0.001874996,0.0002608629,0.001380955,0.1841054],"genre_scores_gemma":[0.9675255,0.02004394,0.0001916718,0.007683963,0.003043761,0.0001074952,0.0009193349,0.00005357476,0.0004307439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3564863,"threshold_uncertainty_score":0.9996057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0971994788945132,"score_gpt":0.3223637292172826,"score_spread":0.2251642503227694,"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."}}