{"id":"W7070964091","doi":"","title":"Searching for late-time interaction between Type Ia supernovae and distant circumstellar material using the Zwicky Transient Facility","year":2025,"lang":"en","type":"other","venue":"Trinity's Access to Research Output (TARA) (Trinity College Dublin)","topic":"QR Code Applications and Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Planetary Science Division; Science Mission Directorate; Smithsonian Astrophysical Observatory; Max-Planck-Institut für Astronomie; Eötvös Loránd Tudományegyetem; National Central University; Max-Planck-Gesellschaft; Queen's University; Chinese Academy of Sciences; Gordon and Betty Moore Foundation; Queen's University Belfast; Space Telescope Science Institute; New Mexico State University; Stockholms Universitet; University of Portsmouth; Universität Basel; Fermilab; National Science Foundation; Case Western Reserve University; University of Pittsburgh; Los Alamos National Laboratory; Princeton University; Alfred P. Sloan Foundation; University of Washington; Johns Hopkins University; University of Warwick; Durham University; Northwestern University; Ohio State University; Drexel University; U.S. Naval Observatory; U.S. Department of Energy; Smithsonian Institution; European Commission; California Institute of Technology; National Aeronautics and Space Administration","keywords":"Supernova; Transient (computer programming); Type (biology); Luminosity; Stars","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003400878,0.0005808844,0.000908492,0.001915122,0.001144964,0.002220404,0.004488124,0.0005806037,0.0002277362],"category_scores_gemma":[0.0008600294,0.0004753838,0.0001972402,0.003177391,0.0004431258,0.0006906047,0.003124957,0.001436277,0.0000847309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004442539,"about_ca_system_score_gemma":0.0009829813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00359588,"about_ca_topic_score_gemma":0.0005900581,"domain_scores_codex":[0.9945807,0.0006946907,0.0007864341,0.001553222,0.001205402,0.001179569],"domain_scores_gemma":[0.9948173,0.001635744,0.0002195209,0.002155381,0.0008615194,0.0003104994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003349127,0.002415641,0.002870539,0.005404124,0.003200429,0.0002544866,0.002469505,0.000484212,0.003991599,0.166062,0.3382334,0.4712649],"study_design_scores_gemma":[0.001865516,0.000615829,0.002166065,0.0004758341,0.0001364248,0.00001483976,0.0002888147,0.01455657,0.002792768,0.004578249,0.9712715,0.001237602],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5283723,0.0009995756,0.3480884,0.02063953,0.00348455,0.02992489,0.01462797,0.003489322,0.05037339],"genre_scores_gemma":[0.9460393,0.0004393193,0.008686299,0.0001734792,0.0007015455,0.0008386869,0.0005221285,0.0002683283,0.04233087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.633038,"threshold_uncertainty_score":0.9997698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1476791767099753,"score_gpt":0.4124592368180536,"score_spread":0.2647800601080783,"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."}}