{"id":"W4200635822","doi":"10.3847/1538-4357/ac5b60","title":"SOAR/Goodman Spectroscopic Assessment of Candidate Counterparts of the LIGO/Virgo Event GW190814*","year":2022,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Gamma-ray bursts and supernovae","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"SLAC National Accelerator Laboratory; Argonne National Laboratory; Integrated Electronics Engineering Center, Binghamton University; Science and Technology Facilities Council; University of North Carolina at Chapel Hill; Office of Science; Australian Research Council; Ministério da Ciência, Tecnologia, Inovações e Comunicações; Ministerio de Ciencia e Innovación; Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; Israel Science Foundation; Centro de Investigaciones Energéticas, Medioambientales y Tecnológicas; Council for Higher Education; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Ministerio de Economía y Competitividad; Ministério da Ciência, Tecnologia e Inovação; Fundação de Amparo à Pesquisa do Estado de São Paulo; University of Portsmouth; Kavli Institute for Cosmological Physics, University of Chicago; United States-Israel Binational Science Foundation; Canadian Institute for Advanced Research; Fraternal Order of Eagles; University College London; National Aeronautics and Space Administration; Lawrence Berkeley National Laboratory; Financiadora de Estudos e Projetos; University of Pennsylvania; Institut de Física d'Altes Energies; Eidgenössische Technische Hochschule Zürich; National Centre for Supercomputing Applications; University of Illinois at Urbana-Champaign; Michigan State University; College of Engineering, Michigan State University; Brinson Foundation; Ohio State University; University of California, Santa Cruz; U.S. Department of Energy; Center for Cosmology and Astroparticle Physics, Ohio State University; University of Sussex; Heising-Simons Foundation; Gordon and Betty Moore Foundation; High Energy Physics; Deutsche Forschungsgemeinschaft; David and Lucile Packard Foundation; Fermilab; National Science Foundation","keywords":"LIGO; Soar; Event (particle physics); Astronomy; Computer science; Physics; Astrophysics; Artificial intelligence; Gravitational wave","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":[0.0006620809,0.0001581553,0.0001814247,0.00167102,0.0006132983,0.0004388953,0.0002780071,0.0001933978,0.001765697],"category_scores_gemma":[0.0007377652,0.0001134553,0.000174463,0.0004926689,0.0002616878,0.0002493471,0.0006520026,0.0002334849,0.0003539953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003984487,"about_ca_system_score_gemma":0.0001811745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004872985,"about_ca_topic_score_gemma":0.0124697,"domain_scores_codex":[0.9997967,0.00002297443,0.00001034367,0.00005359191,0.00005017138,0.00006625168],"domain_scores_gemma":[0.9993535,0.00005162763,0.0002161141,0.00007811301,0.0001121336,0.0001885741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003908635,0.00009617085,0.9472252,0.00001618997,0.00003785925,0.000812061,0.0006397975,0.0001245626,0.03722932,0.0002905507,0.001268035,0.01186945],"study_design_scores_gemma":[0.000007165217,0.00008736567,0.996135,0.000003137514,0.000009027379,0.0002325547,0.0002218016,0.0002621771,0.001784334,0.00005345469,0.00119894,0.000005022567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970343,0.00002487195,0.0001707447,0.0000542527,0.000004850514,0.00001513504,0.0002397502,0.00002609834,0.002429842],"genre_scores_gemma":[0.9977575,0.00002281576,0.0007290895,0.00003658536,0.00001083508,0.000008458182,0.0007664621,0.00001361596,0.0006547116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004872985,"threshold_uncertainty_score":0.009689212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006665364525169471,"score_gpt":0.2531112622935455,"score_spread":0.2464458977683761,"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."}}