{"id":"W2291453723","doi":"10.11575/prism/34005","title":"Managing Curriculum Convergence in Risk Management and Financial Services","year":2001,"lang":"en","type":"article","venue":"PRISM (University of Calgary)","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Risk management; Business; Finance; Financial services; Convergence (economics); Financial management; Financial risk; Actuarial science; Economics; Economic growth","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":[],"consensus_categories":[],"category_scores_codex":[0.0002882169,0.00009698251,0.0001213806,0.0003467448,0.0001378747,0.00003538106,0.0002119924,0.00003638241,0.0001964182],"category_scores_gemma":[0.000008797791,0.000121338,0.00003254754,0.000353566,0.00004188594,0.0006473043,0.0002862531,0.00007972588,0.00004049315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001799196,"about_ca_system_score_gemma":0.000003933889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005888246,"about_ca_topic_score_gemma":0.0002997837,"domain_scores_codex":[0.99935,0.00001278969,0.0001005419,0.0002246173,0.0001396574,0.000172436],"domain_scores_gemma":[0.9996582,0.00001067616,0.0001580363,0.000132121,0.00002945668,0.00001146811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006631778,0.0001243445,0.7226269,0.0006941014,0.00002168562,0.00006527963,0.0003492347,0.000003422809,0.000004834249,0.01786125,0.003050039,0.2551326],"study_design_scores_gemma":[0.0007990212,0.000006106838,0.7636412,0.0001242763,0.0000985759,5.506464e-7,0.0009038438,0.0606248,5.996746e-7,0.008333017,0.1652455,0.0002225513],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8670268,0.0001530581,0.01792498,0.0005274807,0.0002342524,0.0002643641,5.871723e-8,0.0000604639,0.1138085],"genre_scores_gemma":[0.982491,0.002181126,0.01006941,0.0003967153,0.00009260506,0.000001605409,0.00002038701,0.00001435148,0.004732829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.25491,"threshold_uncertainty_score":0.8901305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004344166134107647,"score_gpt":0.17077491995683,"score_spread":0.1664307538227224,"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."}}