{"id":"W2779247840","doi":"10.21468/scipostphys.4.6.045","title":"Generalized hydrodynamics of classical integrable field theory: the sinh-Gordon model","year":2018,"lang":"en","type":"article","venue":"SciPost Physics","topic":"Algebraic structures and combinatorial models","field":"Mathematics","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut Périmètre de physique théorique; Centre National d’Etudes Spatiales; Erasmus+; King's College London","keywords":"Integrable system; Radiative transfer; Ansatz; Bethe ansatz; Euler's formula; Formalism (music); Quantum","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002998522,0.0001884812,0.0002910525,0.00001931675,0.000182916,0.00003491195,0.0004771997,0.0001319419,0.00005345235],"category_scores_gemma":[0.0001778939,0.0001199797,0.0001623112,0.0002075019,0.000282498,0.00009387994,0.0001674785,0.0002617647,0.000009119172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003158814,"about_ca_system_score_gemma":0.00009187115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002342587,"about_ca_topic_score_gemma":0.00001814268,"domain_scores_codex":[0.998794,0.0000902105,0.0002722772,0.0002256587,0.0003508911,0.0002670191],"domain_scores_gemma":[0.9985579,0.000365835,0.0001640281,0.0006629168,0.0001955861,0.00005373602],"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":[0.00008378457,0.00006358984,0.00001076548,0.00001640169,0.00004923218,2.513648e-7,0.0007032652,0.0002567541,0.0006432296,0.9947169,0.001825836,0.001630027],"study_design_scores_gemma":[0.0002774387,0.0001249305,0.00000307668,0.00002059942,0.00005698248,9.754104e-7,0.00006213023,0.1517649,0.007853748,0.8395566,0.0001533205,0.000125349],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9002292,0.00003630549,0.08765983,0.0006987161,0.0008811986,0.0002960566,0.00001153219,0.0000796342,0.0101075],"genre_scores_gemma":[0.9955215,0.000006087106,0.002770073,0.0002847695,0.000561043,0.00001068733,0.00000343996,0.00003351016,0.0008088435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1551603,"threshold_uncertainty_score":0.4892631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02968676273083317,"score_gpt":0.3013561263418008,"score_spread":0.2716693636109677,"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."}}