{"id":"W3012933170","doi":"10.1103/physreva.103.052435","title":"Variationally scheduled quantum simulation","year":2021,"lang":"en","type":"article","venue":"Physical review. A/Physical review, A","topic":"Quantum Computing Algorithms and Architecture","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Quantum annealing; Quantum; Computer science; Quantum computer; Quantum simulator; Coherence (philosophical gambling strategy); Ising model; Eigenvalues and eigenvectors; Statistical physics; Quantum mechanics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000967756,0.0004559166,0.0008401313,0.0004110033,0.0006439375,0.0008965915,0.00141397,0.001004416,0.005199219],"category_scores_gemma":[0.00320304,0.0003505136,0.0005922664,0.000459818,0.001383267,0.000618114,0.001187722,0.001021635,0.0004526143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001122203,"about_ca_system_score_gemma":0.002119529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009099296,"about_ca_topic_score_gemma":0.009081295,"domain_scores_codex":[0.9996383,0.0001553546,0.00001054373,0.00003571097,0.00009524306,0.00006494375],"domain_scores_gemma":[0.9983297,0.001097996,0.00008269933,0.0001779596,0.0002099998,0.0001016311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005176972,0.00003616616,0.0003887706,0.00003574147,0.00001760991,0.00004244453,0.00004142881,0.9346963,0.0008822614,0.0584232,0.0006112278,0.004773066],"study_design_scores_gemma":[0.000009995466,0.000005998187,0.00002719572,0.000001987512,0.000001284287,0.000001876796,0.000005091046,0.9927757,0.0001204381,0.006715437,0.0003328585,0.000002119598],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1116276,0.0003872909,0.8523661,0.00100898,0.0002120749,0.0002721423,0.0004232214,0.000650949,0.03305164],"genre_scores_gemma":[0.7550342,0.0002095084,0.231176,0.0002898778,0.00006196872,0.0006128869,0.0003796559,0.0002559805,0.01198006],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009099296,"threshold_uncertainty_score":0.01809269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01581753342892157,"score_gpt":0.3543270231512226,"score_spread":0.338509489722301,"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."}}