{"id":"W4408834437","doi":"10.1051/shsconf/202521301019","title":"Research on Financing Risk Assessment and Optimization of Digital Economy Enterprises Combined with Deep Learning Technology","year":2025,"lang":"en","type":"article","venue":"SHS Web of Conferences","topic":"Economic and Technological Systems Analysis","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Digital economy; Business; Finance; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001518038,0.0007002566,0.0007491434,0.00108779,0.0002530181,0.00170182,0.0006615017,0.001018665,0.0009801768],"category_scores_gemma":[0.004659045,0.0004484712,0.0006599029,0.0008816994,0.0005995765,0.002373291,0.0008185378,0.001132106,0.0000810905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001819705,"about_ca_system_score_gemma":0.001276299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008085546,"about_ca_topic_score_gemma":0.004736374,"domain_scores_codex":[0.9994005,0.000186673,0.00004307362,0.0001179833,0.0001572051,0.00009449777],"domain_scores_gemma":[0.9981845,0.001080133,0.0003317816,0.00006600453,0.0002475308,0.00009009531],"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":[0.00003038422,0.00007118308,0.008937044,0.0001029746,0.00007527565,0.00007629143,0.0000450643,0.9294745,0.0006798899,0.019138,0.0005157223,0.04085369],"study_design_scores_gemma":[0.000002009724,0.00001353679,0.0008466349,0.00001687604,0.000009271077,0.0000113981,0.00001223071,0.9898143,0.0003028259,0.008664219,0.0003010567,0.00000567811],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2606596,0.007324488,0.7159033,0.002854187,0.00009773541,0.00008155771,0.0002087386,0.0002336473,0.01263675],"genre_scores_gemma":[0.9693199,0.002653171,0.02549504,0.00009850482,0.00005162911,0.00003535998,0.0001088612,0.00001827544,0.002219285],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008085546,"threshold_uncertainty_score":0.01607698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01819712749349515,"score_gpt":0.2657536568644925,"score_spread":0.2475565293709973,"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."}}