{"id":"W4407931331","doi":"10.1209/0295-5075/adba0c","title":"Dynamical homogenization in effective loop quantum cosmology","year":2025,"lang":"en","type":"article","venue":"Europhysics Letters (EPL)","topic":"Noncommutative and Quantum Gravity Theories","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Loop quantum cosmology; Homogenization (climate); Quantum; Cosmology; Physics; Theoretical physics; Loop quantum gravity; Statistical physics; Computer science; Classical mechanics; Quantum mechanics; Quantum gravity; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001174627,0.0002088915,0.0002904841,0.0001331221,0.0001202602,0.00004215122,0.000206336,0.00003303973,0.00002316791],"category_scores_gemma":[0.00001462953,0.0002147399,0.0001041057,0.0005766281,0.000194726,0.0001289255,0.0001063327,0.0003258469,0.00009004757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005280986,"about_ca_system_score_gemma":0.00003218898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001396396,"about_ca_topic_score_gemma":0.000003568966,"domain_scores_codex":[0.9987205,0.0003349772,0.0002275929,0.0003183402,0.0001001553,0.0002984508],"domain_scores_gemma":[0.9992759,0.0002898613,0.0000791853,0.0002691522,0.00005062899,0.00003529601],"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":[0.00009083594,0.0003099401,0.08137865,0.00002621668,0.000122161,0.00002469864,0.0005708658,0.0004167999,0.03898649,0.8659489,0.0008395524,0.01128488],"study_design_scores_gemma":[0.00342038,0.0002742413,0.09463625,0.0001720382,0.0001452915,0.000001337967,0.0005898578,0.006401567,0.02557687,0.8644915,0.003281222,0.00100944],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9063061,0.00001810144,0.08925221,0.001144802,0.000337127,0.0002676442,0.00002674589,0.00003528174,0.002611917],"genre_scores_gemma":[0.9982783,8.320493e-7,0.0001216318,0.001167009,0.0001399831,0.00004347611,0.00009527196,0.00002352726,0.0001299581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09197214,"threshold_uncertainty_score":0.8756837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00367809191716436,"score_gpt":0.2427550788548897,"score_spread":0.2390769869377253,"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."}}