{"id":"W2115714057","doi":"10.5267/j.msl.2013.06.006","title":"A study on capability of financial ratios in predicting bankruptcy of firms: Evidence from Tehran Stock Exchange","year":2013,"lang":"en","type":"article","venue":"Management Science Letters","topic":"Financial Distress and Bankruptcy Prediction","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bankruptcy; Business; Stock exchange; Financial ratio; Stock (firearms); Accounting; Financial distress; Bankruptcy prediction; Sample (material); Actuarial science; Finance; Econometrics; Financial system; Economics; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0009804649,0.0001871467,0.0002729874,0.0005508793,0.0001594984,0.0001375445,0.0006512602,0.00003352431,0.0001212674],"category_scores_gemma":[0.0003173174,0.0001710569,0.00006224577,0.001422388,0.0002920436,0.0020953,0.0003446416,0.0001274913,0.00003152862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008606572,"about_ca_system_score_gemma":0.00001075514,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008507027,"about_ca_topic_score_gemma":0.0004561312,"domain_scores_codex":[0.9976423,0.00002607074,0.0005518834,0.0005788956,0.0008435063,0.0003573858],"domain_scores_gemma":[0.9990142,0.00006151057,0.0003615072,0.0004747171,0.00007358602,0.00001445753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004380699,0.0004387584,0.9800807,0.0002277341,0.000007699074,0.00000847441,0.0007818306,0.0004516607,0.005407226,0.000298982,0.00103167,0.01122148],"study_design_scores_gemma":[0.0005302528,0.00006605664,0.9949457,0.0003600739,0.00002917374,3.732608e-8,0.0007847155,0.002670376,0.0002171504,0.0001937423,0.00005275294,0.0001499503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957008,0.00001410544,0.0004115008,0.0009877484,0.0003757437,0.001462331,0.000005120653,0.00004339643,0.0009992229],"genre_scores_gemma":[0.9986814,0.000003549759,0.0001132419,0.0008237382,0.0001886494,0.0001626227,0.000004158137,0.00000912401,0.00001352526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01486504,"threshold_uncertainty_score":0.9980954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02632693998574847,"score_gpt":0.2427095041027828,"score_spread":0.2163825641170344,"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."}}