{"id":"W3109376275","doi":"10.1088/1475-7516/2021/05/033","title":"An emulator for the Lyman-α forest in beyond-ΛCDM cosmologies","year":2021,"lang":"en","type":"article","venue":"Journal of Cosmology and Astroparticle Physics","topic":"Astrophysics and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; University of Toronto","funders":"Science and Technology Facilities Council; Office of Science; Ministerio de Ciencia e Innovación; Vetenskapsrådet; UK Research and Innovation; University of Toronto; High Energy Physics; U.S. Department of Energy","keywords":"Neutrino; Matter power spectrum; Spectral density; Cosmic microwave background; Cosmology; Amplitude; Dark energy; Dark matter; Flux (metallurgy)","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":[0.002134553,0.0005940045,0.0004569031,0.0007447582,0.0003877514,0.001028863,0.001755166,0.0009650996,0.004960018],"category_scores_gemma":[0.00664634,0.0003733996,0.0006825282,0.0004703305,0.0004027578,0.0009583488,0.0006901224,0.0008359756,0.001546445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007680938,"about_ca_system_score_gemma":0.0005988289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00328996,"about_ca_topic_score_gemma":0.002018516,"domain_scores_codex":[0.9997768,0.00009053201,0.00001637272,0.00004939445,0.00004189347,0.00002497218],"domain_scores_gemma":[0.9981083,0.001241083,0.0001227736,0.0002624503,0.0002092029,0.00005622427],"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":[0.000232383,0.00008992667,0.01148141,0.00006782857,0.00009956129,0.0001568439,0.0001022715,0.9407597,0.001587765,0.01712918,0.003676004,0.0246171],"study_design_scores_gemma":[0.00001860428,0.00001294906,0.0003758817,0.000007922421,0.000005250167,0.00002180671,0.000005988992,0.9930877,0.001172023,0.00407513,0.001210503,0.000006331636],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.183046,0.0001797568,0.7753187,0.0003360887,0.00006632486,0.0001600057,0.002990211,0.03152259,0.006380265],"genre_scores_gemma":[0.6664201,0.000157524,0.3244379,0.0002485313,0.00004443791,0.0004614645,0.003753877,0.002131249,0.002344842],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004960018,"threshold_uncertainty_score":0.01659298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01323771702267511,"score_gpt":0.2661937856841016,"score_spread":0.2529560686614265,"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."}}