{"id":"W3206466933","doi":"10.21468/scipostphys.14.2.013","title":"Building models of topological quantum criticality from pivot Hamiltonians","year":2023,"lang":"en","type":"article","venue":"SciPost Physics","topic":"Quantum many-body systems","field":"Physics and Astronomy","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Harvard University; Simons Foundation","keywords":"Hamiltonian (control theory); Algorithm; Ising model; Lattice (music); Phase diagram; Computer science; Physics; Topology (electrical circuits); Statistical physics; Phase (matter); Quantum mechanics; Combinatorics; 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":[0.0002870568,0.0003807777,0.0005026775,0.0007067163,0.0008498276,0.001492525,0.0007833551,0.000993831,0.003929485],"category_scores_gemma":[0.0006420454,0.0003510155,0.0007084322,0.0003214733,0.002004084,0.001419252,0.001307908,0.0008481022,0.0003868863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009673744,"about_ca_system_score_gemma":0.0007852894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001672212,"about_ca_topic_score_gemma":0.003138089,"domain_scores_codex":[0.9998347,0.00005245625,0.000006760784,0.00001679113,0.0000444526,0.00004477643],"domain_scores_gemma":[0.9997925,0.00006477658,0.00002926029,0.00004764775,0.00001969835,0.00004613926],"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":[0.0000463476,0.00003264639,0.0002041129,0.00003739016,0.000009245859,0.0001291744,0.0001433723,0.02920093,0.004123102,0.9630163,0.0007193307,0.00233818],"study_design_scores_gemma":[0.00007277478,0.00006160585,0.0001592079,0.00001767394,0.000009673497,0.00006356786,0.0001960163,0.2546744,0.002425587,0.7398903,0.002409189,0.00002000345],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7503836,0.0003627308,0.1686812,0.001096984,0.0001704073,0.000151438,0.0002475844,0.0007354523,0.07817057],"genre_scores_gemma":[0.9736167,0.0001884662,0.02183558,0.00009902151,0.00003369706,0.0001176183,0.0001415853,0.0001048646,0.003862479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003929485,"threshold_uncertainty_score":0.01314545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04582307578597663,"score_gpt":0.3089277939435028,"score_spread":0.2631047181575262,"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."}}