{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001093462,0.0001372699,0.0001968555,0.000116583,0.001242844,0.0004995608,0.0004902905,0.00001865146,0.001817023],"category_scores_gemma":[0.00002177358,0.0000841654,0.00009064243,0.001025825,0.0002547635,0.0008989605,0.00005601669,0.0003664879,0.0000247299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001608666,"about_ca_system_score_gemma":0.0002160239,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01302331,"about_ca_topic_score_gemma":0.0005432983,"domain_scores_codex":[0.9984733,0.0001742768,0.0002300244,0.0002980306,0.0004790992,0.0003452738],"domain_scores_gemma":[0.9989247,0.0001500717,0.0002157475,0.0003057921,0.00007357795,0.0003300961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007631383,0.00001402997,0.966576,1.50504e-7,0.0001011373,0.000007704814,0.0002938145,0.02209846,0.0001496048,0.00001987322,0.00007758327,0.01065402],"study_design_scores_gemma":[0.00009334356,0.00003466327,0.9272811,0.000002756989,0.0001929777,0.00003806712,0.0003833816,0.07028995,0.00003917937,0.001443003,0.00009315371,0.0001084294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969952,0.0001737924,0.001850129,0.0001884649,0.0001492809,0.000033654,0.0003583526,0.000007701376,0.0002434819],"genre_scores_gemma":[0.9970852,0.00002421873,0.002106396,0.00006155218,0.0002908044,1.8649e-7,0.0003949296,0.00000255895,0.00003413399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04819149,"threshold_uncertainty_score":0.9990954,"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."}}