{"id":"W4399894366","doi":"10.3390/jrfm17070255","title":"Financial Risk Management Early-Warning Model for Chinese Enterprises","year":2024,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Financial Distress and Bankruptcy Prediction","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Warning system; Risk management; Financial risk; Finance; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002037005,0.001032257,0.0008445901,0.001242802,0.0006236008,0.00138408,0.001456627,0.001035771,0.001895992],"category_scores_gemma":[0.002681019,0.0003099364,0.0009950912,0.0007057294,0.0007006717,0.001443808,0.001298539,0.000991367,0.0002196214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001876533,"about_ca_system_score_gemma":0.002172743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03755102,"about_ca_topic_score_gemma":0.01311873,"domain_scores_codex":[0.9991348,0.0001723466,0.00007220806,0.0002545911,0.0001660971,0.0001998752],"domain_scores_gemma":[0.999127,0.000332974,0.0001955723,0.00003118825,0.0002571507,0.00005620158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001018913,0.0000848757,0.01804116,0.00006674243,0.00007032552,0.0003937288,0.0004038994,0.9372925,0.0009507296,0.0157478,0.0009914277,0.02585499],"study_design_scores_gemma":[0.000005070252,0.00001504094,0.001735725,0.000004507662,0.00001683235,0.00002240614,0.00002293003,0.9955587,0.00008000499,0.002416251,0.0001140917,0.00000845343],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6262309,0.0006947246,0.3623408,0.001610115,0.00006049001,0.0001674593,0.0006167339,0.0005543752,0.007724457],"genre_scores_gemma":[0.9898899,0.0002409655,0.00659282,0.00003636665,0.00001876252,0.00009171761,0.0002398179,0.000009379772,0.002880214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03755102,"threshold_uncertainty_score":0.07466489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006047625824130515,"score_gpt":0.209977617628559,"score_spread":0.2039299918044285,"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."}}