{"id":"W1965268597","doi":"10.1103/physrevlett.110.021301","title":"Do Stochastic Inhomogeneities Affect Dark-Energy Precision Measurements?","year":2013,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; Perimeter Institute","funders":"","keywords":"Physics; Redshift; Dark energy; Astrophysics; Covariant transformation; Invariant (physics); Range (aeronautics); Cosmology; Statistical physics; Mathematical physics; Galaxy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001407418,0.0001800602,0.0003074206,0.00002836347,0.0001041245,0.00004368823,0.0001662866,0.000006921516,0.0004135881],"category_scores_gemma":[0.00002669926,0.0001430017,0.0001817304,0.0001340725,0.00009493608,0.0001834089,0.00005051971,0.0001055526,0.0003826099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001526848,"about_ca_system_score_gemma":0.00001374192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004839493,"about_ca_topic_score_gemma":4.062385e-7,"domain_scores_codex":[0.9989699,0.0001728776,0.0001867085,0.0002356366,0.0002118246,0.0002231064],"domain_scores_gemma":[0.9992951,0.0002111235,0.00009725475,0.0002566888,0.00006508104,0.00007476608],"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":[0.00005161313,0.0009292456,0.01855545,0.0008428911,0.0008630035,0.000003006264,0.001039607,0.0007316929,0.03767966,0.3788479,0.2021275,0.3583284],"study_design_scores_gemma":[0.001051796,0.0002055616,0.0175351,0.002667557,0.0004837068,0.000002732218,0.0001149146,0.0001854245,0.002879497,0.9645908,0.009031042,0.001251812],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8952432,0.009177254,0.0820619,0.008546566,0.0005537345,0.001268219,0.00003258705,0.0001124288,0.003004107],"genre_scores_gemma":[0.9953679,0.0000166014,0.0001183681,0.003871974,0.0002542496,0.000264613,0.00003244741,0.00001476578,0.00005902423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.585743,"threshold_uncertainty_score":0.5831441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02092581232699136,"score_gpt":0.2892044714964681,"score_spread":0.2682786591694767,"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."}}