{"id":"W4286790039","doi":"10.1093/mnras/stac2039","title":"Testing a varying-Λ model for dark energy within co-varying physical couplings framework","year":2022,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; University of Ottawa","keywords":"Ansatz; Dark energy; Physics; Parametrization (atmospheric modeling); Tensor (intrinsic definition); Redshift; Einstein; Mathematical physics; Constraint (computer-aided design); Cosmological constant; Theoretical physics; Astrophysics; Quantum mechanics; Cosmology; Pure mathematics; Geometry; 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":[0.001594156,0.0006973323,0.000615993,0.0007675692,0.0007815105,0.001706625,0.001475994,0.001069697,0.00316258],"category_scores_gemma":[0.002798813,0.0003056043,0.0007594715,0.000491035,0.001531102,0.00126188,0.001321005,0.0008422795,0.0002056946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001634909,"about_ca_system_score_gemma":0.0008091943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01142282,"about_ca_topic_score_gemma":0.00664005,"domain_scores_codex":[0.9995164,0.0002134606,0.00001459157,0.0001042294,0.00007264128,0.0000787551],"domain_scores_gemma":[0.9978849,0.0008931751,0.0004059627,0.0002700677,0.000166437,0.000379381],"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":[0.0004969213,0.0003407664,0.03815069,0.000069637,0.0002282534,0.00119694,0.0006515433,0.2968154,0.01554552,0.6402733,0.001004135,0.005226854],"study_design_scores_gemma":[0.0001015003,0.0001523586,0.0115735,0.00000965196,0.00006270724,0.000171632,0.0003082182,0.8815992,0.001211306,0.1038629,0.0008823212,0.0000646683],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716222,0.00003840471,0.01954249,0.0004505688,0.00001348309,0.00001310404,0.00008607387,0.00009381409,0.008139881],"genre_scores_gemma":[0.9983526,0.000007370778,0.001261607,0.00002432887,0.000004822993,0.000004198889,0.00001714069,0.00001369973,0.0003140259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01142282,"threshold_uncertainty_score":0.02271265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394735576527193,"score_gpt":0.2449952733562687,"score_spread":0.2310479175909968,"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."}}