{"id":"W4409605048","doi":"10.61091/jcmcc127b-314","title":"Research on Financial Early Warning Indicator System Constructed by LSTM Recursive Algorithm in Enterprise Capital Chain Risk Control Empowered by Digital Transformation","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Financial Distress and Bankruptcy Prediction","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformation (genetics); Warning system; Computer science; Capital (architecture); Control (management); Algorithm; Finance; Early warning system; Business; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002229819,0.0003275501,0.0007735951,0.0007767646,0.0005195591,0.0008202404,0.0003920278,0.0002944627,0.000003749538],"category_scores_gemma":[0.0006694744,0.0003099374,0.0001637475,0.0007855523,0.0001424704,0.0008846978,0.0001171164,0.001105226,0.000006095337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002674848,"about_ca_system_score_gemma":0.0001391476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001465422,"about_ca_topic_score_gemma":0.000001044133,"domain_scores_codex":[0.9968082,0.0001207896,0.001379208,0.0003015065,0.0009017041,0.0004885684],"domain_scores_gemma":[0.9973669,0.00052718,0.001257,0.000166754,0.0006260479,0.00005612653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001492337,0.001739912,0.004867208,0.0009352092,0.0002012418,0.00005639302,0.002070907,0.00005480735,0.0002099163,0.9554537,0.005208693,0.02770969],"study_design_scores_gemma":[0.07958321,0.003772775,0.009429573,0.01244312,0.0007159144,0.00005660756,0.0188994,0.122587,0.0008110082,0.7393623,0.009895946,0.002443166],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804504,0.0002616076,0.009100643,0.0001141938,0.008046832,0.0005975,0.00006410469,0.00005328712,0.001311435],"genre_scores_gemma":[0.998741,0.00002219092,0.00007935317,0.00002846132,0.001067115,0.000008804317,0.00002257082,0.00002686322,0.00000368349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2160914,"threshold_uncertainty_score":0.9999353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00529136644817629,"score_gpt":0.2298409499764218,"score_spread":0.2245495835282455,"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."}}