{"id":"W2951992540","doi":"10.48550/arxiv.1411.6192","title":"Unveiling the cosmological information beyond linear scales: forecasts for sufficient statistics","year":2014,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Statistical and numerical algorithms","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Large Synoptic Survey Telescope; Spectral density; Physics; Dark energy; Telescope; Redshift; Robustness (evolution); Galaxy; Astrophysics; Observational cosmology; Cosmology; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000478016,0.0003297612,0.0004580703,0.00008656165,0.0002775391,0.00006995764,0.000581861,0.0003178429,0.0000860827],"category_scores_gemma":[0.001217609,0.0002442213,0.0002051326,0.0002089288,0.0003001575,0.00009075676,0.0005203508,0.0005651552,0.000112162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001357848,"about_ca_system_score_gemma":0.00007389777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002167827,"about_ca_topic_score_gemma":0.000009223857,"domain_scores_codex":[0.9984219,0.000129981,0.000435685,0.0004409822,0.000153872,0.0004175438],"domain_scores_gemma":[0.9958382,0.002731581,0.0003777378,0.0005129424,0.0003693919,0.000170129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001968742,0.0002088652,0.00009069585,0.000517638,0.0001146657,0.00002172917,0.0002632588,0.02684698,8.855101e-7,0.957046,0.009427804,0.00526459],"study_design_scores_gemma":[0.0004303325,0.0001245751,0.00007558879,0.00003111963,0.000122463,0.000002374603,0.0001116056,0.5439014,0.00001116785,0.4526951,0.00226897,0.0002253302],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06171583,0.00001006371,0.9352445,0.000109676,0.000434752,0.0007477391,0.001061311,0.0001133831,0.0005627548],"genre_scores_gemma":[0.9172505,0.0000311898,0.08108448,0.0003270514,0.0002167437,0.00001087113,0.0004141685,0.00002956829,0.0006354022],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8555347,"threshold_uncertainty_score":0.9959055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1166770430556582,"score_gpt":0.2426737773428413,"score_spread":0.1259967342871831,"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."}}