{"id":"W4406611978","doi":"10.1109/smc54092.2024.10831297","title":"Solving the Bank Credit Decision Problem via Revised Group Multi-Role Assignment","year":2024,"lang":"en","type":"article","venue":"","topic":"Auction Theory and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"National Natural Science Foundation of China","keywords":"Group (periodic table); Computer science; Group decision-making; Artificial intelligence; Psychology; Social psychology","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":[0.004109757,0.001194228,0.001473055,0.0009754694,0.001128541,0.00150215,0.00156932,0.001322665,0.003378214],"category_scores_gemma":[0.005630313,0.0004195313,0.001391068,0.001259924,0.0008538536,0.002182392,0.001852071,0.001431872,0.0003536324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008759913,"about_ca_system_score_gemma":0.001698498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003043983,"about_ca_topic_score_gemma":0.002119885,"domain_scores_codex":[0.9958988,0.002384255,0.0001954658,0.000544144,0.0006171312,0.0003603067],"domain_scores_gemma":[0.9978516,0.001227276,0.0002284257,0.0001579516,0.0003641926,0.0001705602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002967577,0.000479751,0.002320586,0.0004055156,0.0001778273,0.0003924178,0.0007722793,0.794879,0.003895633,0.03812478,0.002716949,0.1555386],"study_design_scores_gemma":[0.00006458994,0.0001666681,0.0002802215,0.00002063025,0.00004251079,0.00009655552,0.0002548095,0.9673859,0.001120464,0.02919133,0.001352536,0.0000236256],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03767865,0.0001368652,0.9587119,0.0002819108,0.00004276708,0.0002276416,0.00003664714,0.00008277658,0.002800853],"genre_scores_gemma":[0.475654,0.0002396594,0.5206804,0.0001365293,0.00005667254,0.0004886665,0.0001347781,0.00003092375,0.00257835],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004109757,"threshold_uncertainty_score":0.02173471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06519705270809796,"score_gpt":0.3709304979469416,"score_spread":0.3057334452388436,"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."}}