{"id":"W4322726068","doi":"10.1007/s00220-023-04650-8","title":"Isomonodromic Deformations: Confluence, Reduction and Quantisation","year":2023,"lang":"en","type":"article","venue":"Communications in Mathematical Physics","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"H2020 Marie Skłodowska-Curie Actions; Engineering and Physical Sciences Research Council","keywords":"Confluence; Hamiltonian (control theory); Order (exchange); Meromorphic function; Riemann sphere; Mathematics; Singularity; Morphism; Pure mathematics; Algebra over a field; Mathematical physics; Algorithm; Mathematical analysis; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001861866,0.00007979806,0.0001259703,0.00006142734,0.0001657152,0.00004522656,0.0002164688,0.00002538974,0.00002679024],"category_scores_gemma":[0.00001564922,0.00007913054,0.00003468515,0.0003815015,0.0001490501,0.0002120441,0.0001524807,0.0001523527,0.0002549427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001618178,"about_ca_system_score_gemma":0.00002163043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002018561,"about_ca_topic_score_gemma":0.000001200646,"domain_scores_codex":[0.9993842,0.00005321665,0.0002539139,0.0001007607,0.00007441083,0.0001335447],"domain_scores_gemma":[0.9990971,0.0001552309,0.000063176,0.0006158794,0.00003402248,0.00003460928],"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":[9.947964e-7,0.0001208763,0.001396362,0.00001841173,0.00001073317,5.920116e-8,0.001104022,0.000152247,0.0003070513,0.9874415,0.0001344589,0.00931333],"study_design_scores_gemma":[0.0002032282,0.000007950307,0.002210786,0.00005388702,0.00001211797,0.000001173117,0.00160561,0.1326676,0.0001658089,0.8624111,0.0005427444,0.0001178977],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9280492,0.00007571025,0.03514963,0.001733657,0.00008472325,0.0005932999,0.00005227666,0.0001829239,0.0340786],"genre_scores_gemma":[0.9917822,0.00004880178,0.007761138,0.0000114861,0.00005574869,0.00005623095,0.0001291675,0.00001106774,0.0001441348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1325154,"threshold_uncertainty_score":0.3276857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05714219192145211,"score_gpt":0.3480569737877044,"score_spread":0.2909147818662523,"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."}}