{"id":"W4416550649","doi":"10.48550/arxiv.2511.16509","title":"Comment on: \"Scaling and Universality at Noisy Quench Dynamical Quantum Phase Transitions\"","year":2025,"lang":"","type":"preprint","venue":"arXiv (Cornell University)","topic":"Quantum many-body systems","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Universality (dynamical systems); Hilbert space; Quantum; Phase space; Noise (video); Quantum noise; Parameter space; Dynamical systems theory; Quantum phase transition","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006210008,0.001260811,0.001270732,0.00104254,0.004341895,0.002380993,0.007065983,0.01646345,0.01206221],"category_scores_gemma":[0.03257874,0.0005547281,0.001242302,0.0008628368,0.007388015,0.005277888,0.002602622,0.01632747,0.007200394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00321474,"about_ca_system_score_gemma":0.002067846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005259829,"about_ca_topic_score_gemma":0.003265499,"domain_scores_codex":[0.9930448,0.00109135,0.0005622945,0.001346583,0.003472947,0.000482015],"domain_scores_gemma":[0.9757887,0.01439032,0.001760584,0.001730971,0.005618957,0.0007105243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001083702,0.00003653693,0.0004370328,0.0002078767,0.00002099036,0.0003977979,0.0003685153,0.0004270181,0.001133832,0.06531058,0.9265218,0.005029601],"study_design_scores_gemma":[0.0002203761,0.0001805992,0.004438136,0.0004371333,0.00005833625,0.001058126,0.0005448443,0.007825237,0.007176319,0.2346129,0.7431339,0.0003140961],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002438039,0.001534994,0.003363239,0.9449078,0.03852729,0.00003676007,0.0006797138,0.0007674719,0.007744641],"genre_scores_gemma":[0.05826584,0.001795181,0.003281635,0.8564447,0.06380673,0.0002227377,0.0003404578,0.0004873412,0.01535542],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01646345,"threshold_uncertainty_score":0.04035217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04952396394418981,"score_gpt":0.2198291538120138,"score_spread":0.170305189867824,"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."}}