{"id":"W4407021829","doi":"10.2139/ssrn.5050951","title":"Generative AI Solutions to Empower Financial Firms","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Generative grammar; Business; Finance; Artificial intelligence; 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":[0.001260021,0.0004666877,0.0002013512,0.000502728,0.0007488225,0.002210873,0.001238601,0.001395136,0.01098457],"category_scores_gemma":[0.004268378,0.0002438847,0.0004200675,0.0004639138,0.001900435,0.001859348,0.002574719,0.001666452,0.001123233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007647802,"about_ca_system_score_gemma":0.001135625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001618321,"about_ca_topic_score_gemma":0.00371627,"domain_scores_codex":[0.9992809,0.0003624628,0.00002259082,0.00008930267,0.0001657437,0.00007904884],"domain_scores_gemma":[0.9977586,0.001549107,0.00007655282,0.0003576768,0.0001517712,0.0001061804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001441988,0.0006377617,0.002625503,0.0004546716,0.00009384056,0.000331293,0.004287091,0.08114985,0.01355929,0.6008043,0.02025288,0.2756592],"study_design_scores_gemma":[0.00009498741,0.0001346767,0.0005582321,0.0001417048,0.0000649179,0.0001584166,0.001637578,0.2857117,0.009449558,0.6164961,0.08551688,0.00003526601],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.06463708,0.0009934662,0.7613972,0.008227019,0.0004193747,0.0002728457,0.0002470048,0.00505882,0.1587472],"genre_scores_gemma":[0.8049898,0.0005367388,0.165674,0.001515766,0.00007576759,0.0002565067,0.0003397696,0.000251907,0.02635968],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01098457,"threshold_uncertainty_score":0.03674704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008718165317811662,"score_gpt":0.2389595587288606,"score_spread":0.230241393411049,"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."}}