{"id":"W4386753310","doi":"10.1016/j.mex.2023.102366","title":"Quantum AI and hybrid simulators for a Universal Quantum Field Computation Model","year":2023,"lang":"en","type":"review","venue":"MethodsX","topic":"Quantum Computing Algorithms and Architecture","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"University of Victoria","keywords":"Qubit; Quantum computer; Quantum; Statistical physics; Physics; Quantum state; Field (mathematics); Quantum information; Quantum mechanics; Quantum system; Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006015165,0.0006174987,0.0006415845,0.001113822,0.0002948388,0.0006565392,0.001090628,0.0008365116,0.004716556],"category_scores_gemma":[0.0009228447,0.0003321207,0.0005378172,0.001356754,0.0007316355,0.001528033,0.000622585,0.001778532,0.001476913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009571289,"about_ca_system_score_gemma":0.001147071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001069037,"about_ca_topic_score_gemma":0.001510236,"domain_scores_codex":[0.9998001,0.00006612705,0.0000137862,0.00003128072,0.00007459688,0.00001407815],"domain_scores_gemma":[0.9996907,0.0002056854,0.00001899714,0.00002688173,0.00004837351,0.000009441795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005918186,0.00009334253,0.0002958019,0.006891964,0.0001286441,0.0001492352,0.00008383024,0.009238926,0.002503481,0.4765426,0.01421499,0.4897981],"study_design_scores_gemma":[0.00003164775,0.0002244638,0.0004709656,0.002836947,0.000148595,0.0008085166,0.0000557557,0.01847906,0.003753189,0.1570261,0.8161063,0.00005854549],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002432801,0.9194903,0.0414185,0.002170427,0.0004954521,0.00009431498,0.0001074294,0.0001232702,0.03366754],"genre_scores_gemma":[0.04782763,0.9163492,0.02435029,0.0008767482,0.0003695617,0.000250767,0.0002166179,0.00003505368,0.009724076],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004716556,"threshold_uncertainty_score":0.01577842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08387319525781128,"score_gpt":0.3971229363669124,"score_spread":0.3132497411091011,"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."}}