{"id":"W4391135343","doi":"10.3847/1538-4357/ad0f97","title":"Constraining Neutrino Cosmologies with Nonlinear Reconstruction","year":2024,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Physics; Neutrino; Astronomy; Astrophysics; Nonlinear system; Nuclear physics","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":[0.001055375,0.0005218407,0.0003643955,0.0005302433,0.0003012613,0.0009501205,0.000505463,0.0004098821,0.001908843],"category_scores_gemma":[0.005209768,0.000373794,0.0003871481,0.0004036937,0.001229729,0.001242033,0.001415037,0.0006775552,0.0002132734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005669041,"about_ca_system_score_gemma":0.0005692051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0064373,"about_ca_topic_score_gemma":0.005855912,"domain_scores_codex":[0.999795,0.0001101133,0.000006886226,0.00003049981,0.00003450677,0.00002296738],"domain_scores_gemma":[0.9983541,0.0009609145,0.0002155786,0.0002392413,0.000139164,0.00009114699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005985135,0.00009918347,0.0384437,0.0001493176,0.0002115173,0.0001897122,0.0002118238,0.8157071,0.02181664,0.08920284,0.001017146,0.03235247],"study_design_scores_gemma":[0.00002122068,0.00001320539,0.001745074,0.000005813214,0.000008177277,0.00001312745,0.00001447412,0.9805386,0.002040014,0.01536212,0.0002252918,0.00001272857],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7874779,0.0001791911,0.2018194,0.0007084644,0.0000265257,0.00002739778,0.0003427537,0.0004383229,0.008980007],"genre_scores_gemma":[0.9747922,0.00007069364,0.02406399,0.00006558195,0.00001609678,0.00001000022,0.0002119328,0.00006320967,0.0007062811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0064373,"threshold_uncertainty_score":0.01279968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00977176325778025,"score_gpt":0.2469449524324383,"score_spread":0.2371731891746581,"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."}}