{"id":"W3132085610","doi":"10.1126/sciadv.abd9275","title":"Ultrafast dynamical Lifshitz transition","year":2021,"lang":"en","type":"preprint","venue":"Science Advances","topic":"Topological Materials and Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"H2020 European Institute of Innovation and Technology; European Research Council; Horizon 2020 Framework Programme; Max-Planck-Gesellschaft; Deutsche Forschungsgemeinschaft; Natural Sciences and Engineering Research Council of Canada; European Commission; Flatiron Health","keywords":"Condensed matter physics; Physics; Fermi surface; Topology (electrical circuits); Ultrashort pulse; Photoemission spectroscopy; Quantum oscillations; Fermi Gamma-ray Space Telescope; Magnetoresistance; Angle-resolved photoemission spectroscopy; Electronic structure; Superconductivity; Quantum mechanics; Magnetic field; Laser; Mathematics","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":[0.00008595982,0.0001142252,0.00009637929,0.0001894761,0.0002896962,0.0004075863,0.0003295502,0.0002483094,0.006033966],"category_scores_gemma":[0.0005103185,0.00005879124,0.000099391,0.00009349709,0.000479352,0.0007277466,0.0005006624,0.0004676179,0.0003303892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003068358,"about_ca_system_score_gemma":0.0001440114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002288538,"about_ca_topic_score_gemma":0.0002870015,"domain_scores_codex":[0.999948,0.000005795469,0.000001162273,0.00001364095,0.00001781003,0.00001363242],"domain_scores_gemma":[0.9998493,0.00006603073,0.00001897218,0.00003243145,0.00001364377,0.00001961215],"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":[0.0001340218,0.0001516461,0.001699287,0.000084101,0.00001694178,0.0003875211,0.0002840571,0.009204298,0.2867166,0.6772572,0.00313992,0.02092448],"study_design_scores_gemma":[0.00009088464,0.0001568512,0.005853003,0.0000301677,0.00001617303,0.0008321045,0.000176721,0.4161864,0.1716424,0.3848029,0.02015739,0.000054941],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8464512,0.0002999896,0.08345874,0.0008641827,0.0002092199,0.00003373731,0.0003814231,0.0004919302,0.06780953],"genre_scores_gemma":[0.9952866,0.00003134592,0.002356219,0.00004442688,0.00001269439,0.00001249738,0.00003086543,0.0000130474,0.002212349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006033966,"threshold_uncertainty_score":0.02018559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01026098245835612,"score_gpt":0.2718932222178198,"score_spread":0.2616322397594636,"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."}}