{"id":"W4407847704","doi":"10.1007/jhep02(2025)109","title":"Information theoretical approach to detecting quantum gravitational corrections","year":2025,"lang":"en","type":"article","venue":"Journal of High Energy Physics","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Quantum Research Center; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Sponsoring Consortium for Open Access Publishing in Particle Physics","keywords":"Physics; Gravitation; Theoretical physics; Quantum; Particle physics; Quantum mechanics; Quantum electrodynamics","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":[0.004254629,0.0007081628,0.0008213506,0.002824404,0.0009808172,0.002726774,0.001742374,0.0015863,0.003063685],"category_scores_gemma":[0.02179468,0.0004423108,0.0007448519,0.001161895,0.007332143,0.007209938,0.002530833,0.002602404,0.0002387695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002518099,"about_ca_system_score_gemma":0.001090122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001369679,"about_ca_topic_score_gemma":0.0005676808,"domain_scores_codex":[0.9970958,0.00139305,0.0001153039,0.0003013973,0.0008995522,0.0001949357],"domain_scores_gemma":[0.9790208,0.01634515,0.001807569,0.001344322,0.001065061,0.0004170342],"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":[0.00002363674,0.00002061905,0.0004285827,0.0000645524,0.00002235305,0.00009104485,0.00009109366,0.03425942,0.001195005,0.9595331,0.0002239356,0.004046731],"study_design_scores_gemma":[0.000005131405,0.00002131591,0.0003445263,0.00001756192,0.00000604425,0.00004362573,0.00002690131,0.2144702,0.000579395,0.784128,0.000336955,0.00002040948],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08204169,0.001290606,0.8907946,0.002350709,0.0001285512,0.00004842117,0.0001450766,0.0001831679,0.02301719],"genre_scores_gemma":[0.9454104,0.0005921551,0.0514912,0.000207534,0.0002542952,0.00005981559,0.00005246847,0.00004412948,0.001888079],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004254629,"threshold_uncertainty_score":0.02250087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005210831079715936,"score_gpt":0.2345030039311825,"score_spread":0.2292921728514665,"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."}}