{"id":"W3178866243","doi":"10.1093/mnras/stab2793","title":"Projecting the likely importance of weak-interaction-driven bulk viscosity in neutron star mergers","year":2021,"lang":"en","type":"preprint","venue":"Monthly Notices of the Royal Astronomical Society","topic":"High-Energy Particle Collisions Research","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nuclear Physics; Agencia Estatal de Investigación; Office of Science; National Geospatial-Intelligence Agency; Institute for Advanced Study; University of Illinois at Urbana-Champaign; Princeton University; Aspen Center for Physics; National Science Foundation; Royal Society; Canadian Institute for Advanced Research; U.S. Department of Energy; Simons Foundation","keywords":"Coalescence (physics); Gravitational wave; Physics; Neutron star; Viscosity; Observable; Volume viscosity; Waveform; Binary number; Work (physics); Newtonian fluid; Computational physics; Gravitation; Statistical physics; Astrophysics; Mechanics; Classical mechanics; Thermodynamics; Quantum mechanics; Astronomy","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":[0.000605301,0.0005715965,0.0004709492,0.0005048862,0.0005574931,0.001401976,0.0005493828,0.0007931031,0.00184065],"category_scores_gemma":[0.005340434,0.0004084206,0.0004688029,0.0003730157,0.0005878978,0.001502345,0.0009278865,0.0007814625,0.0001816223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000520238,"about_ca_system_score_gemma":0.0004174111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003993744,"about_ca_topic_score_gemma":0.001923576,"domain_scores_codex":[0.9998236,0.00005533521,0.000008267035,0.00003357899,0.00003158313,0.00004763024],"domain_scores_gemma":[0.9982868,0.0009898469,0.0002733374,0.0001265246,0.0001507194,0.0001728062],"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":[0.0003285306,0.0001362986,0.06508897,0.0001184927,0.0001351693,0.0004299607,0.0001644978,0.9030707,0.01414045,0.0100023,0.0005060246,0.005878458],"study_design_scores_gemma":[0.00003959104,0.0001017593,0.01985584,0.00002000854,0.00003893608,0.00006312744,0.00007447586,0.9709354,0.005120882,0.003149728,0.0005661295,0.00003420201],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890996,0.000281069,0.006627173,0.0001942635,0.00003059753,0.00001296904,0.0001502398,0.00008962524,0.003514481],"genre_scores_gemma":[0.9986824,0.00006306099,0.0008868849,0.00001700708,0.000009170311,0.000005242396,0.00007156508,0.00003536429,0.0002291859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003993744,"threshold_uncertainty_score":0.007941008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01674532526190413,"score_gpt":0.2704430338110024,"score_spread":0.2536977085490982,"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."}}