{"id":"W2798761754","doi":"10.1103/physrevlett.121.250403","title":"Uncover Topology by Quantum Quench Dynamics","year":2018,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Topological Materials and Phenomena","field":"Physics and Astronomy","cited_by":160,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Canadian Institute for Advanced Research","funders":"H2020 European Research Council; National Key Research and Development Program of China; Australian Research Council; National Natural Science Foundation of China","keywords":"Physics; Topology (electrical circuits); Ultracold atom; Chern class; Quantum phases; Quantum; Unitary state; Topological order; Topological quantum number; Spin (aerodynamics); Quantum mechanics; Quantum phase transition","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007599474,0.0001807704,0.000384695,0.000009137364,0.00008087012,0.00002539405,0.0002085832,0.000009222036,0.001972335],"category_scores_gemma":[0.000007172291,0.0001334299,0.0001360577,0.0001046827,0.0002303875,0.00007197302,0.0000681619,0.0001143438,0.0007046564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002808753,"about_ca_system_score_gemma":0.000007822837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001797312,"about_ca_topic_score_gemma":0.00000124724,"domain_scores_codex":[0.9989912,0.00009266773,0.000207822,0.0002758186,0.0001112275,0.0003212457],"domain_scores_gemma":[0.9994692,0.00006378745,0.00009525201,0.0002533119,0.00002644139,0.00009201423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001890094,0.000395249,0.003043484,0.0002721136,0.0001096278,0.000002301465,0.00008401155,0.000002933221,0.0594302,0.8092414,0.1192874,0.008112375],"study_design_scores_gemma":[0.001379706,0.001006681,0.002834956,0.001026534,0.0004196915,0.000004145369,0.0000670801,0.002652105,0.009256419,0.4535435,0.5254762,0.0023331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692716,0.0007903716,0.00396669,0.01730814,0.0004563161,0.0002875194,0.0001311021,0.00004986333,0.007738382],"genre_scores_gemma":[0.9800068,0.00009593787,0.00005788777,0.01862641,0.001047405,0.00003181456,0.00006100288,0.00001478152,0.00005792292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4061887,"threshold_uncertainty_score":0.99894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01001620348853444,"score_gpt":0.2810857805256322,"score_spread":0.2710695770370978,"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."}}