{"id":"W4210550545","doi":"10.1088/1475-7516/2022/01/049","title":"Constraining Ultralight Axions with Galaxy Surveys","year":2021,"lang":"en","type":"article","venue":"arXiv (Cornell University)","topic":"Dark Matter and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; University of Toronto","funders":"","keywords":"Physics; Axion; Dark matter; Galaxy; Particle physics; Astrophysics; Matter power spectrum; Boson; Dark energy; Redshift; Cosmology","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":[0.00009300515,0.0001197104,0.0001332831,0.00003431444,0.0001249219,0.00003659976,0.0001367644,0.00001065747,0.0005139093],"category_scores_gemma":[0.000001406901,0.0001221833,0.00006319355,0.0002532796,0.00006800402,0.0001580586,0.00004393491,0.0001100178,0.00009014471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002006161,"about_ca_system_score_gemma":0.0001133832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001042028,"about_ca_topic_score_gemma":0.0000334335,"domain_scores_codex":[0.9992576,0.00009839131,0.00007306462,0.0003052597,0.00003509228,0.0002305932],"domain_scores_gemma":[0.9994771,0.00004960174,0.00004345598,0.000254439,0.00007042953,0.0001049467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002652604,0.0002633838,0.6665315,0.00001568467,0.0004158448,0.000360551,0.0006149936,0.004416667,0.0009890433,0.3217347,0.001966068,0.002665101],"study_design_scores_gemma":[0.01238045,0.0004423714,0.2736464,0.0003494441,0.0008809663,0.00008312115,0.02530035,0.004085214,0.007800945,0.6586853,0.01231531,0.004030165],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.689004,0.000005391868,0.08800475,0.00007042352,0.00006795607,0.00005304486,0.0000462956,0.00004866928,0.2226994],"genre_scores_gemma":[0.9959182,0.000001521998,0.0001053698,0.0001277975,0.00004273008,3.317482e-7,0.00004397089,0.00001093685,0.003749182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3928851,"threshold_uncertainty_score":0.5626947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03498381005686153,"score_gpt":0.1659780566656646,"score_spread":0.1309942466088031,"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."}}