{"id":"W4408996032","doi":"10.3390/math13071128","title":"On Regime Switching Models","year":2025,"lang":"en","type":"article","venue":"Mathematics","topic":"Financial Risk and Volatility Modeling","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003756649,0.0001028738,0.0002691575,0.0001580115,0.00009867948,0.00004698568,0.0001630889,0.00007522639,0.00003731619],"category_scores_gemma":[0.0001861266,0.0001132508,0.00008073333,0.0001628311,0.00001084856,0.0001010453,0.0000431965,0.0001322154,0.0003007639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005190158,"about_ca_system_score_gemma":0.00001270121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003654786,"about_ca_topic_score_gemma":0.000004482686,"domain_scores_codex":[0.9991534,0.000003349452,0.0004348172,0.0002107273,0.00002646882,0.0001712606],"domain_scores_gemma":[0.9993937,0.00008970518,0.0001213865,0.0003539408,0.00001618567,0.00002507332],"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":[0.000003061333,0.00006753554,0.0001163347,0.00005479174,0.000009723983,4.92123e-7,0.0006300326,0.00230177,0.000003707887,0.9954998,0.0006916893,0.0006210349],"study_design_scores_gemma":[0.00009111145,0.000007920315,0.00003559222,0.00004604594,0.00000183236,1.604182e-7,0.00002559518,0.4013135,0.00001631595,0.5973649,0.001032572,0.00006440343],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1165853,0.0003557255,0.6865116,0.0004450991,0.0002092612,0.0001203992,0.00001213514,0.00005886368,0.1957017],"genre_scores_gemma":[0.981525,0.00003964215,0.01514852,0.0003341405,0.00002656483,0.0000109361,0.000001680044,0.00001441004,0.002899077],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8649397,"threshold_uncertainty_score":0.4618232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04663312488951317,"score_gpt":0.2424922487627235,"score_spread":0.1958591238732104,"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."}}