{"id":"W4409603729","doi":"10.61091/jcmcc127b-215","title":"Research on Modeling and Efficiency Enhancement of Complex Corporate Financial Networks Based on Topological Computing Optimization","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Advanced Decision-Making Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Topology (electrical circuits); Business; Engineering; Electrical engineering","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":[0.004498416,0.0002901426,0.0008075354,0.0006608121,0.0005305312,0.0002503229,0.0008897271,0.0002141192,0.000001687208],"category_scores_gemma":[0.001303523,0.0002523487,0.0001167068,0.001032514,0.0001798938,0.000162077,0.0006614285,0.0008216078,2.581967e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000148462,"about_ca_system_score_gemma":0.000229659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000292362,"about_ca_topic_score_gemma":6.395835e-8,"domain_scores_codex":[0.9963465,0.0003533972,0.001389328,0.0004188972,0.001073146,0.0004187807],"domain_scores_gemma":[0.9946294,0.002393252,0.001225577,0.0004425835,0.001182266,0.0001268804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001027898,0.0005053605,0.00001136771,0.00005608405,0.00001178971,0.00001075298,0.0001073518,0.3501855,0.00006724612,0.6458192,0.00004736447,0.003075186],"study_design_scores_gemma":[0.001272919,0.001298478,0.00001324514,0.0007945741,0.00001010204,0.000005482435,0.00003293295,0.638495,0.0003102527,0.3576299,0.000009454098,0.0001276753],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1043595,0.00009845677,0.8911263,0.0001647932,0.003287745,0.0003183956,4.66835e-7,0.0000479778,0.000596323],"genre_scores_gemma":[0.8349624,0.00002345275,0.1647132,0.00005765862,0.0002276717,0.000001469083,5.156596e-7,0.00001248718,0.000001166887],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7306029,"threshold_uncertainty_score":0.9999928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06062931576777288,"score_gpt":0.3518982966551216,"score_spread":0.2912689808873488,"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."}}