{"id":"W4401653231","doi":"10.1142/9781800615786_0009","title":"Devising the Best Prospective Merger Plan for a Banking Sector Through a Hybrid DEA-Based Methodology: An Inverse DEA Perspective","year":2024,"lang":"en","type":"book-chapter","venue":"Transformations in banking, finance and regulation","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Inverse; Business; Plan (archaeology); Industrial organization; Computer science; Mathematics; Artificial intelligence; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005699223,0.0004443372,0.000450295,0.0003523236,0.0005534781,0.0002602903,0.0002126841,0.0002393003,0.0000650764],"category_scores_gemma":[0.00002737785,0.0003686932,0.0001762519,0.0002885475,0.0001945189,0.001934053,0.00002804202,0.0004274844,0.00003038617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002071065,"about_ca_system_score_gemma":0.0001263759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004248169,"about_ca_topic_score_gemma":0.001443531,"domain_scores_codex":[0.9982411,0.00001705596,0.0005691925,0.0005833216,0.0002611981,0.000328101],"domain_scores_gemma":[0.9987358,0.0001312641,0.0005227996,0.0003066438,0.0002957933,0.000007659451],"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":[0.0001780152,0.00003653865,0.0006340355,0.0004775217,0.0000579469,0.000007723845,0.001723561,0.0042788,0.00002228742,0.9872183,0.0005226248,0.004842608],"study_design_scores_gemma":[0.001406857,0.00008058091,0.006037622,0.002037056,0.0004776964,0.00001131604,0.0003673418,0.04943375,0.00009310536,0.7578703,0.1813235,0.0008608797],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1611511,0.008266667,0.3433819,0.008495953,0.003419504,0.01368881,0.0009700986,0.0007971093,0.459829],"genre_scores_gemma":[0.978506,0.0005665313,0.006090533,0.001112383,0.001515779,0.0004687162,0.000546749,0.0001760935,0.01101722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8173549,"threshold_uncertainty_score":0.9998765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06322955367083995,"score_gpt":0.2739950556622656,"score_spread":0.2107655019914256,"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."}}