{"id":"W3205637322","doi":"10.1098/rsta.2021.0062","title":"Towards quantum simulations in particle physics and beyond on noisy intermediate-scale quantum devices","year":2021,"lang":"en","type":"article","venue":"Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences","topic":"Quantum Computing Algorithms and Architecture","field":"Computer Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Quantum; Scale (ratio); Quantum computer; Quantum circuit; Physics; Electronic circuit; Quantum simulator; Computer science; Quantum algorithm; Open quantum system; Quantum network; Quantum technology; Statistical physics; Theoretical physics; Quantum mechanics","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":[0.001954836,0.0009260747,0.001051294,0.000639288,0.0006933163,0.002367674,0.002212804,0.001961141,0.002467925],"category_scores_gemma":[0.00514015,0.000708634,0.0008832192,0.0006564332,0.003760839,0.00474117,0.002034634,0.003875483,0.0009763904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160046,"about_ca_system_score_gemma":0.000869865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007759394,"about_ca_topic_score_gemma":0.0007675758,"domain_scores_codex":[0.9989705,0.0004442396,0.00005345502,0.00009063153,0.0003677859,0.00007340637],"domain_scores_gemma":[0.9982948,0.001090083,0.00009502448,0.0002269813,0.0002048086,0.00008838531],"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":[0.00002403052,0.00003061104,0.0002206352,0.0002498065,0.00002739976,0.0000599235,0.0001762564,0.1991902,0.003072732,0.7855523,0.001244363,0.01015169],"study_design_scores_gemma":[0.00001091672,0.0000203927,0.0000621159,0.00007082488,0.000006952932,0.00002251189,0.00003638902,0.3858038,0.001627546,0.6027455,0.00957517,0.00001795909],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01716492,0.003327465,0.964756,0.003347123,0.0003641259,0.00006107941,0.00008679072,0.0003816651,0.01051075],"genre_scores_gemma":[0.4206323,0.01569254,0.5538352,0.001365657,0.0007789176,0.0004467994,0.0002596706,0.0008195287,0.006169369],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002467925,"threshold_uncertainty_score":0.01033831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01534124597462299,"score_gpt":0.2407054919473694,"score_spread":0.2253642459727464,"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."}}