{"id":"W3127059548","doi":"10.3847/psj/abd325","title":"NEO Population, Velocity Bias, and Impact Risk from an ATLAS Analysis","year":2021,"lang":"en","type":"article","venue":"The Planetary Science Journal","topic":"Astro and Planetary Science","field":"Physics and Astronomy","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Los Alamos National Laboratory; Science and Technology Facilities Council; Planetary Science Division; Science Mission Directorate; Smithsonian Astrophysical Observatory; Max-Planck-Institut für Astronomie; Eötvös Loránd Tudományegyetem; Max-Planck-Gesellschaft; National Central University; Gordon and Betty Moore Foundation; Nuclear Safety and Security Commission; Space Telescope Science Institute; Queen's University; University of Edinburgh; Johns Hopkins University; Queen's University Belfast; National Aeronautics and Space Administration; Durham University; Smithsonian Institution; National Science Foundation","keywords":"Asteroid; Atlas (anatomy); Extrapolation; Solar System; Population; Near-Earth object; Astrophysics; Physics; Astronomy; Geography; Ecliptic; Statistics; Geology; Demography; Mathematics; Paleontology; Solar wind","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001158099,0.0001606109,0.0002032872,0.0009456686,0.0002172754,0.0006847317,0.0003166062,0.0001608702,0.00298266],"category_scores_gemma":[0.004974168,0.0000948134,0.0004349053,0.0005966355,0.0002575841,0.0005017687,0.0005933187,0.0001768218,0.0004699069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004337509,"about_ca_system_score_gemma":0.0002468631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005501917,"about_ca_topic_score_gemma":0.005386506,"domain_scores_codex":[0.9996623,0.0001013325,0.00002174696,0.0000879784,0.00009509114,0.00003158348],"domain_scores_gemma":[0.9969048,0.001531035,0.0004936181,0.0004945379,0.0003840557,0.000191816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001619266,0.00001415967,0.9589539,0.00001432445,0.0001545244,0.00008822574,0.00005836312,0.03122431,0.0005688213,0.001277486,0.0008413512,0.00664257],"study_design_scores_gemma":[0.00003069822,0.0001949078,0.7991879,0.00001783344,0.0002218808,0.0006133972,0.0002286226,0.1899889,0.001980388,0.004170862,0.003323444,0.00004113489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990519,0.00008084987,0.003782793,0.00006329641,0.000007320583,0.00001313859,0.001830283,0.00008695327,0.003616449],"genre_scores_gemma":[0.9975023,0.00003090049,0.0007241776,0.00001319085,0.000004282499,0.00000500566,0.001286833,0.00001263757,0.0004207415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005501917,"threshold_uncertainty_score":0.01093978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01306834172847536,"score_gpt":0.2541246068451929,"score_spread":0.2410562651167175,"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."}}