{"id":"W7130554792","doi":"10.1145/3788910.3789023","title":"Research on the Architecture and Implementation of Pension Investment Operation Platform Based on Multi-Stakeholder Collaboration","year":2025,"lang":"","type":"article","venue":"","topic":"Advanced Technologies in Various Fields","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Transparency (behavior); Pension; Asset (computer security); Investment (military); Process (computing); Inefficiency; Order (exchange); Adaptation (eye)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001499254,0.0002620367,0.0002244507,0.0007214472,0.0007687341,0.0002931626,0.0007260105,0.0002794271,0.00007091943],"category_scores_gemma":[0.0003255821,0.000181198,0.00003753823,0.00183897,0.0003781197,0.0003061102,0.0005312681,0.0008101949,0.000006490222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003161634,"about_ca_system_score_gemma":0.0005400078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001380637,"about_ca_topic_score_gemma":0.0009149567,"domain_scores_codex":[0.9971586,0.000320545,0.0005516206,0.0007365594,0.0008294412,0.0004031852],"domain_scores_gemma":[0.9969293,0.001096582,0.0001752593,0.001241574,0.0005102182,0.00004705009],"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":[0.0001126462,0.0002390639,0.0001763402,0.00006941111,0.00002617471,0.000002882721,0.001611639,0.03514263,0.004220944,0.8295243,0.001788197,0.1270857],"study_design_scores_gemma":[0.002253715,0.002553431,0.003852875,0.0003266991,0.00001826264,0.000001209727,0.009281521,0.6767094,0.279642,0.02375088,0.00131402,0.000295968],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1140204,0.0001131551,0.8371311,0.03979235,0.0004960267,0.003294568,0.00001749562,0.0001268342,0.005008164],"genre_scores_gemma":[0.9586516,0.00007446094,0.03729012,0.003478078,0.00001501862,0.0001337137,0.00001075172,0.00001050454,0.0003357446],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8446313,"threshold_uncertainty_score":0.7389038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1195331416106868,"score_gpt":0.4024505132644347,"score_spread":0.2829173716537479,"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."}}