{"id":"W3008721790","doi":"10.3390/jrfm13020034","title":"Cross-Country Application of Manufacturing Failure Models","year":2020,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Financial Distress and Bankruptcy Prediction","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Narodowe Centrum Nauki","keywords":"Citation; Financial statement; Amortization; Sample (material); Estimation; Economics; Econometrics; Actuarial science; Computer science; Accounting; Macroeconomics; Management","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":[0.0002092017,0.0001207557,0.0002299658,0.0001335295,0.0001129113,0.00009938234,0.0001654492,0.00005895338,0.00001249115],"category_scores_gemma":[0.00003424477,0.0001056563,0.00008742177,0.0001985983,0.00004354775,0.0008657475,0.0001153301,0.0001561082,0.000005424189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001259879,"about_ca_system_score_gemma":0.000007263304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001078054,"about_ca_topic_score_gemma":0.00001903929,"domain_scores_codex":[0.9990152,0.00000437257,0.0004432289,0.0001452188,0.0002593838,0.0001326122],"domain_scores_gemma":[0.9991493,0.00000897733,0.0006235633,0.00008577485,0.0001144507,0.00001798258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007696432,0.0002044167,0.04630955,0.001558138,0.00006018194,0.00005477385,0.0003365454,0.01276464,0.0001757211,0.1331623,0.003130416,0.8014737],"study_design_scores_gemma":[0.002652735,0.0001130512,0.5600917,0.0002062086,0.0004314147,0.000005468778,0.0004139713,0.01637649,0.0004504279,0.03820688,0.380624,0.0004276246],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7684827,0.0003346879,0.2281256,0.0002477399,0.0002865996,0.0002131595,0.00001680998,0.00002644854,0.002266214],"genre_scores_gemma":[0.9977427,0.0003160737,0.0005167087,0.0003351336,0.001061561,0.000003570054,0.00000557193,0.00001056012,0.000008197369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8010461,"threshold_uncertainty_score":0.4308538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007200494169706239,"score_gpt":0.197378529238096,"score_spread":0.1901780350683897,"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."}}