{"id":"W4414707652","doi":"10.1017/asb.2025.10063","title":"Editorial: Special issue on risk sharing","year":2025,"lang":"en","type":"article","venue":"Astin Bulletin","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Risk management; Data sharing; Risk assessment","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003714069,0.0002344623,0.0002225072,0.0002669102,0.0002390805,0.000550884,0.0004600784,0.0001177514,0.002414479],"category_scores_gemma":[0.001339592,0.0002426027,0.00009105146,0.0004983122,0.00005864548,0.0002082397,0.0004235628,0.0003475855,0.01253709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005781457,"about_ca_system_score_gemma":0.00001394124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000420328,"about_ca_topic_score_gemma":0.00002508879,"domain_scores_codex":[0.9985235,0.000005726038,0.0003017731,0.000494735,0.0002881543,0.0003861333],"domain_scores_gemma":[0.9992543,0.000105867,0.0001966891,0.0003169847,0.000115656,0.00001050668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006372423,0.00004623218,0.008177423,0.00005224159,0.00001140062,0.000005511617,0.00000587525,0.00003365324,0.00002206738,0.02414176,0.9514756,0.01596457],"study_design_scores_gemma":[0.0003996436,0.00001189187,0.004941944,0.0002015214,0.00002135516,2.047396e-7,0.00002254987,0.00009543607,0.0001011286,0.003751501,0.9902219,0.0002308854],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.01838566,0.00002986705,0.0002369316,0.003689762,0.1027842,0.0002831006,0.00000725722,0.0003754659,0.8742077],"genre_scores_gemma":[0.182221,0.00001210855,0.0002635488,0.002645031,0.7710402,0.00004443634,0.00002661776,0.00006916899,0.04367786],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8305299,"threshold_uncertainty_score":0.9984974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007098689415301493,"score_gpt":0.2150894196172349,"score_spread":0.2079907302019334,"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."}}