{"id":"W3113299444","doi":"10.1093/mnras/stab949","title":"Systematic uncertainties in models of the cosmic dawn","year":2021,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Radio Astronomy Observations and Technology","field":"Physics and Astronomy","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canada Foundation for Innovation; Natural Sciences and Engineering Research Council of Canada; Canadian Institute for Advanced Research","keywords":"Cosmic microwave background; Reionization; Physics; Astrophysics; Galaxy; Cosmology; Amplitude; Redshift; COSMIC cancer database; Population; Statistical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001779031,0.0001457483,0.0004196877,0.00001172512,0.00009381612,0.00001928429,0.0006273805,0.00006191704,0.00004174607],"category_scores_gemma":[0.00001305741,0.00009255084,0.0005124866,0.0001917604,0.0002623274,0.00007675926,0.0003186141,0.0002406142,0.000001321338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006689725,"about_ca_system_score_gemma":0.0001187159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006358915,"about_ca_topic_score_gemma":0.00004517433,"domain_scores_codex":[0.9987895,0.0001057468,0.0005374394,0.0001994366,0.0001369932,0.0002308549],"domain_scores_gemma":[0.998848,0.0001298789,0.0003649998,0.0005676594,0.00006403514,0.00002542218],"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":[0.000003739631,0.0001224307,0.1177584,0.0002127488,0.0001434895,1.639919e-8,0.0002217375,0.8753489,0.00002847678,0.005921941,0.0001131638,0.0001249303],"study_design_scores_gemma":[0.0006447257,0.00002014194,0.08569965,0.0006851534,0.0001388462,9.14043e-9,0.003424904,0.9034332,0.003597571,0.002142015,0.00005406582,0.0001597212],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976645,0.0001455906,0.0003997925,0.0005422725,0.0001382415,0.0002965229,0.00005097064,0.000008068395,0.0007540951],"genre_scores_gemma":[0.9978455,4.990017e-8,0.001783125,0.00001371964,0.00003646835,0.00003407332,0.000005355307,0.00001073867,0.000271001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03205878,"threshold_uncertainty_score":0.3774114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0097823788345862,"score_gpt":0.1983843138237306,"score_spread":0.1886019349891443,"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."}}