{"id":"W6987689239","doi":"","title":"The Time Domain Spectroscopic Survey: Variable Object Selection and Anticipated Results","year":2015,"lang":"en","type":"article","venue":"Western CEDAR (Western Washington University)","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Planetary Science Division; Leibniz-Gemeinschaft; Smithsonian Astrophysical Observatory; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Max-Planck-Institut für Astronomie; Max-Planck-Institut für Astrophysik; Eötvös Loránd Tudományegyetem; National Central University; Queen's University Belfast; Durham University; York University; Carnegie Mellon University; Universidad Nacional Autónoma de México; Alfred P. Sloan Foundation; University of Washington; Johns Hopkins University; Carnegie Institution of Washington; University of Utah; Queen's University; Ohio State University; National Science Foundation; Smithsonian Institution; New Mexico State University; University of Portsmouth; Vanderbilt University; Science Mission Directorate; Yale University; National Aeronautics and Space Administration","keywords":"Quasar; RR Lyrae variable; Variable star; Population; Stars; Luminosity; Milky Way; Sky; Redshift","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":[0.004742316,0.0003961667,0.0003999357,0.001331964,0.0003904724,0.001098952,0.0006469958,0.0004513803,0.002592459],"category_scores_gemma":[0.005310883,0.0002391189,0.0003496262,0.001639434,0.0002138358,0.0005567393,0.0009825082,0.0003519299,0.003279844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006236132,"about_ca_system_score_gemma":0.0007797215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007714904,"about_ca_topic_score_gemma":0.007089682,"domain_scores_codex":[0.9982355,0.0004701058,0.00007846911,0.0002204903,0.0007704747,0.0002250043],"domain_scores_gemma":[0.997762,0.0003330948,0.0001880938,0.0003893164,0.001077744,0.0002498458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008192848,0.0002797208,0.5610216,0.000218773,0.0001184824,0.0002841759,0.0001854912,0.02300605,0.03064452,0.007432373,0.02351571,0.3524739],"study_design_scores_gemma":[0.0002724163,0.0007366995,0.6058261,0.00009477801,0.0001291397,0.0008677531,0.0005060261,0.2852646,0.03311041,0.01188685,0.06115113,0.0001540214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3797213,0.000715381,0.5520195,0.002132538,0.0001215901,0.002124001,0.0365711,0.00778336,0.01881124],"genre_scores_gemma":[0.4219683,0.0004284428,0.4939556,0.0004118701,0.0001304088,0.0009329821,0.07444704,0.0005875897,0.007137752],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007714904,"threshold_uncertainty_score":0.02508003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01494900568213256,"score_gpt":0.2139564202841306,"score_spread":0.1990074146019981,"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."}}