{"id":"W3000770011","doi":"10.1103/physrevlett.124.031601","title":"Dynamical Phase Transition from Nonequilibrium Dynamics of Dark Solitons","year":2020,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Cold Atom Physics and Bose-Einstein Condensates","field":"Physics and Astronomy","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"High Energy Physics; Vlaamse regering; Fonds Wetenschappelijk Onderzoek; China Scholarship Council; Vrije Universiteit Brussel; Ontario Ministry of Research, Innovation and Science; Institut Périmètre de physique théorique; Chinese Academy of Sciences; Academy of Finland; National Natural Science Foundation of China; Government of Canada; U.S. Department of Energy","keywords":"Physics; Non-equilibrium thermodynamics; Superfluidity; Phase transition; Critical exponent; Vortex; Condensed matter physics; Exponent; Phase (matter); Quantum mechanics; Mechanics","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":[0.00004241185,0.0002439156,0.0006227726,0.00001104856,0.00004208503,0.00002489765,0.0002488668,0.000009966141,0.0001635441],"category_scores_gemma":[0.000005879451,0.0002231115,0.0004412081,0.0002378426,0.00009781884,0.0001546464,0.00006131456,0.0002245799,0.0000583317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002307187,"about_ca_system_score_gemma":0.00003038534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007647413,"about_ca_topic_score_gemma":0.000001139619,"domain_scores_codex":[0.9986869,0.00006776616,0.0003686436,0.0003680133,0.000256365,0.0002523224],"domain_scores_gemma":[0.9992195,0.000126453,0.0001614679,0.0002734145,0.0000409759,0.0001782013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000160887,0.002760765,0.001087201,0.00196418,0.0008937516,0.00002066949,0.001351729,0.00066611,0.8503399,0.04225506,0.00935674,0.08914299],"study_design_scores_gemma":[0.005243465,0.0005701586,0.0005956993,0.003081064,0.001750951,8.044521e-7,0.0001706664,0.9369406,0.0219461,0.01742525,0.01024811,0.002027093],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675987,0.0004892498,0.009370286,0.02061241,0.00007555414,0.0005096669,0.0007270709,0.00004461053,0.0005724622],"genre_scores_gemma":[0.9939855,0.00005160228,0.0001497078,0.004534421,0.0006315981,0.0000366275,0.0005810058,0.00002805681,0.000001494891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9362745,"threshold_uncertainty_score":0.9098224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01365523372823118,"score_gpt":0.2777316259208462,"score_spread":0.264076392192615,"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."}}