{"id":"W4404963069","doi":"10.1080/07362994.2024.2427231","title":"Diffusion processes and a random ODE arising in macroeconomics","year":2024,"lang":"en","type":"article","venue":"Stochastic Analysis and Applications","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Ode; Mathematics; Diffusion; Applied mathematics; Mathematical economics; Statistical physics; Econometrics; Calculus (dental)","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":[0.003233182,0.0009380289,0.001067396,0.001461159,0.0006598721,0.002107155,0.0006687138,0.001836962,0.002410515],"category_scores_gemma":[0.009879161,0.0003613173,0.001476922,0.001083868,0.002583263,0.003998734,0.002724454,0.003310498,0.0003059422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001753921,"about_ca_system_score_gemma":0.001302356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002710736,"about_ca_topic_score_gemma":0.001190762,"domain_scores_codex":[0.9986888,0.0004940556,0.00009019027,0.0003121817,0.0003043742,0.0001103674],"domain_scores_gemma":[0.9962334,0.002454169,0.0003862978,0.000204353,0.0004489491,0.000272891],"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":[0.000004090068,0.000005067099,0.0001943836,0.00002294332,0.000009461476,0.00003118215,0.00005115349,0.00705229,0.0002999189,0.9903775,0.0003765429,0.001575522],"study_design_scores_gemma":[0.000007894181,0.00001209821,0.0002229952,0.00002150175,0.000008586493,0.00004383129,0.00002390108,0.06934529,0.0001373784,0.9269781,0.003185773,0.00001266673],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05077,0.004528107,0.9105901,0.007455531,0.0005800561,0.00004186922,0.0003430096,0.0001411764,0.02555021],"genre_scores_gemma":[0.850507,0.006951097,0.1127534,0.001317337,0.001373793,0.0002132993,0.0004849345,0.0001387766,0.02626033],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003233182,"threshold_uncertainty_score":0.0170989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01126926582250559,"score_gpt":0.229136562181129,"score_spread":0.2178672963586234,"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."}}