{"id":"W3100741372","doi":"","title":"","year":2019,"lang":"en","type":"article","venue":"Americanae (AECID Library)","topic":"Gamma-ray bursts and supernovae","field":"Physics and Astronomy","cited_by":316,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Planetary Science Division; Smithsonian Astrophysical Observatory; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; Max-Planck-Institut für Astrophysik; Eötvös Loránd Tudományegyetem; National Central University; Ministério da Ciência, Tecnologia e Inovação; Queen's University; Gordon and Betty Moore Foundation; Queen's University Belfast; University of Oxford; Durham University; York University; Universidad Nacional Autónoma de México; Space Telescope Science Institute; Leibniz-Gemeinschaft; University of Notre Dame; Carnegie Mellon University; Los Alamos National Laboratory; University of Washington; European Space Agency; Alfred P. Sloan Foundation; Johns Hopkins University; Carnegie Institution of Washington; University of Utah; Ohio State University; U.S. Department of Energy; Smithsonian Institution; National Aeronautics and Space Administration; New Mexico State University; University of Portsmouth; Vanderbilt University; Science Mission Directorate; Yale University; National Science Foundation","keywords":"Sky; Computer science; Pipeline (software); Data set; Data visualization; Visualization; Raw data; Astronomy; Computer graphics (images); Physics; Data mining; Artificial intelligence; Operating system","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007667029,0.000498749,0.0006926481,0.0001806235,0.0001694703,0.0001243173,0.0008489433,0.00005362232,0.01082124],"category_scores_gemma":[0.000002605914,0.0004496323,0.0003683935,0.0008947968,0.0001903505,0.00240343,0.0002990021,0.0003616265,0.0005879355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000156926,"about_ca_system_score_gemma":0.0001610423,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03014518,"about_ca_topic_score_gemma":0.000003444507,"domain_scores_codex":[0.9971463,0.00009689524,0.0005365473,0.000839163,0.0003973155,0.000983746],"domain_scores_gemma":[0.9981617,0.0001409685,0.0002157578,0.001013507,0.00003648189,0.0004315375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003478671,0.0001518668,0.9563243,0.000006284081,0.0001366809,0.000008857902,0.0002469055,0.00007351284,0.001226038,0.006241158,0.003701309,0.03184834],"study_design_scores_gemma":[0.001115888,0.0002829576,0.9707304,0.00002101818,0.00002695535,0.000001468323,0.001672686,0.0001150202,0.003495929,0.0007943037,0.02107476,0.000668657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762215,0.00008141348,0.0007979103,0.003086575,0.0003409845,0.0004744108,0.00005358182,0.0002473202,0.01869629],"genre_scores_gemma":[0.9873411,0.000008225794,0.002623214,0.001950001,0.0005598057,0.00006080343,0.0001528032,0.0001154136,0.007188603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03117969,"threshold_uncertainty_score":0.9997956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004477431510056739,"score_gpt":0.1921850841227938,"score_spread":0.187707652612737,"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."}}