{"id":"W4392381716","doi":"10.3390/universe10030122","title":"Observational Constraints on Dynamical Dark Energy Models","year":2024,"lang":"en","type":"article","venue":"Universe","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Nuclear Safety and Security Commission; National Aeronautics and Space Administration; National Science Foundation","keywords":"Physics; Dark energy; Observational study; Dark matter; Particle physics; Astrophysics; Theoretical physics; Cosmology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001871081,0.0006284814,0.0005146185,0.001333848,0.0009605766,0.002531946,0.001379121,0.000782527,0.004727351],"category_scores_gemma":[0.009612979,0.0003203123,0.0003920379,0.001218504,0.001997552,0.002824406,0.001474145,0.001327583,0.0005980782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00114074,"about_ca_system_score_gemma":0.0006801018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005124884,"about_ca_topic_score_gemma":0.00315442,"domain_scores_codex":[0.999337,0.0002025096,0.00005330777,0.0001857523,0.0001477427,0.00007371213],"domain_scores_gemma":[0.9927322,0.003838918,0.001295536,0.0009252102,0.0007511024,0.0004570652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00007999544,0.00003435676,0.01593741,0.0002697455,0.00005506365,0.0003188793,0.0003866315,0.004042596,0.0008094407,0.95582,0.004417597,0.01782818],"study_design_scores_gemma":[0.0000492902,0.00002232011,0.02396774,0.0003045921,0.00004866711,0.0002833927,0.000346426,0.0205022,0.0006314003,0.9072024,0.04658873,0.00005292865],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4855778,0.0278628,0.1162849,0.01689246,0.0005184949,0.00009205176,0.009611144,0.0005802591,0.3425801],"genre_scores_gemma":[0.9797599,0.0067791,0.006848715,0.0005912833,0.0004731999,0.00003815473,0.002999708,0.00008582622,0.002424199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005124884,"threshold_uncertainty_score":0.0158146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01846734834911908,"score_gpt":0.243497434559579,"score_spread":0.2250300862104599,"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."}}