{"id":"W4366832516","doi":"10.3847/psj/acc9a9","title":"ASSIST: An Ephemeris-quality Test-particle Integrator","year":2023,"lang":"en","type":"article","venue":"The Planetary Science Journal","topic":"Astro and Planetary Science","field":"Physics and Astronomy","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Toronto","funders":"National Aeronautics and Space Administration","keywords":"Ephemeris; Integrator; Orbit determination; Computer science; Orbit (dynamics); Gravitational field; Celestial mechanics; Planet; Aerospace engineering; Physics; Astronomy; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002777216,0.0001384378,0.0001397392,0.00007200376,0.001406793,0.0003502468,0.001099971,0.00001548711,0.001182894],"category_scores_gemma":[0.000053167,0.00008342286,0.00005321556,0.001008611,0.0005649919,0.0009578543,0.00006760897,0.0004627451,0.0006865557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001428687,"about_ca_system_score_gemma":0.0002462834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002372017,"about_ca_topic_score_gemma":0.00001832321,"domain_scores_codex":[0.9980829,0.0001054796,0.0002888663,0.0002549751,0.000658554,0.0006091902],"domain_scores_gemma":[0.9988908,0.0002335219,0.0001484874,0.0002972808,0.00006639083,0.0003635187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001125063,0.00004528443,0.9692096,9.806838e-7,0.000008818091,0.00001217409,0.0008235336,0.002398123,0.01125616,0.000679396,0.001060812,0.01449386],"study_design_scores_gemma":[0.0001466533,0.00016095,0.961105,0.000006673653,0.00001114993,0.00005459603,0.002666867,0.03037352,0.0008945721,0.00174795,0.002660575,0.0001714402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962519,0.00001819436,0.0004356026,0.0007634669,0.0004101345,0.00007051965,0.0000480739,0.0000546477,0.001947492],"genre_scores_gemma":[0.9987233,0.000003972132,0.0003397914,0.0001330932,0.0003555678,0.000001384473,0.00004244138,0.000004562075,0.0003958617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0279754,"threshold_uncertainty_score":0.9998932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02957169255007296,"score_gpt":0.2976528955615816,"score_spread":0.2680812030115087,"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."}}