{"id":"W3143963121","doi":"10.1103/physrevd.103.086014","title":"Taming fluctuations for Gaussian states in loop quantum cosmology","year":2021,"lang":"en","type":"article","venue":"Physical review. D/Physical review. D.","topic":"Noncommutative and Quantum Gravity Theories","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; John Templeton Foundation","keywords":"Physics; Loop quantum cosmology; Quantum geometry; Loop quantum gravity; Quantum state; Gaussian; Classical mechanics; Observable; Quantum mechanics; Quantum; Quantum gravity; Statistical physics; Theoretical physics; Quantum process; Quantum dynamics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005210291,0.0005293942,0.001840554,0.00005480248,0.0002152133,0.00005316334,0.000413693,0.00003258798,0.00009070523],"category_scores_gemma":[0.0004088323,0.0004523776,0.0008917717,0.0009386917,0.0002273002,0.0002860664,0.0001922607,0.0005435135,0.0003025946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000665326,"about_ca_system_score_gemma":0.0002144227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005773313,"about_ca_topic_score_gemma":0.00000851036,"domain_scores_codex":[0.9967021,0.000621515,0.0008173407,0.0007561332,0.0003603948,0.0007424558],"domain_scores_gemma":[0.996736,0.001593336,0.0003551021,0.0007306958,0.0003409751,0.0002438235],"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":[0.00001817728,0.001519482,0.003285683,0.003823279,0.0001472293,0.00001032834,0.0003473351,0.00001021051,0.005766099,0.9407875,0.00324925,0.04103542],"study_design_scores_gemma":[0.0006647067,0.0001892246,0.001183613,0.006336551,0.0004676334,0.000002386578,0.00020394,0.001396014,0.006567277,0.9319489,0.05034475,0.0006949875],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9193518,0.05587241,0.004455999,0.008907141,0.0003345219,0.003138032,0.0006102761,0.0001084176,0.00722137],"genre_scores_gemma":[0.9765123,0.01695539,0.0004226359,0.002984972,0.0008045548,0.001025826,0.001052083,0.00008141596,0.0001608897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0571604,"threshold_uncertainty_score":0.9997928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02155856901722825,"score_gpt":0.4345996738948789,"score_spread":0.4130411048776506,"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."}}