{"id":"W4414486265","doi":"10.22323/1.501.1076","title":"Prospects for GeV Neutrino Transient Searches with the IceCube Upgrade","year":2025,"lang":"en","type":"article","venue":"","topic":"Astrophysics and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Experimental Program to Stimulate Competitive Research; Marsden Fund; Japan Society for the Promotion of Science; Deutsches Elektronen-Synchrotron; Natural Sciences and Engineering Research Council of Canada; Office of Polar Programs; College of Engineering, Michigan State University; Chiba University; Alliance de recherche numérique du Canada; Helmholtz Alliance for Astroparticle Physics; Institute for Global Prominent Research, Chiba University; RWTH Aachen University; Knut och Alice Wallenbergs Stiftelse; Villum Fonden; National Research Foundation of Korea; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation; Belgian Federal Science Policy Office; Deutsche Forschungsgemeinschaft; Michigan State University; National Research Foundation; University of Wisconsin-Madison; Vetenskapsrådet; U.S. Department of Energy; Office of Advanced Cyberinfrastructure; European Commission; Western Canada Research Grid; Fonds De La Recherche Scientifique - FNRS; Polarforskningssekretariatet; Fonds Wetenschappelijk Onderzoek; Nvidia; Marquette University","keywords":"Neutrino; Upgrade; Sensitivity (control systems); Event (particle physics); Neutrino detector; Detector; Observatory; Photomultiplier","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":[0.004843384,0.0009354032,0.001033738,0.00058937,0.0005112326,0.001734092,0.001626311,0.0007448554,0.003060779],"category_scores_gemma":[0.004289556,0.0006233312,0.001322895,0.0009413756,0.0003905882,0.001533607,0.001056984,0.0008800111,0.0005378561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001832527,"about_ca_system_score_gemma":0.001363978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008182436,"about_ca_topic_score_gemma":0.009816049,"domain_scores_codex":[0.9991441,0.0004133938,0.0000204139,0.0001197785,0.000153651,0.0001486678],"domain_scores_gemma":[0.9987207,0.000567447,0.00009733009,0.0001514403,0.000246866,0.0002160205],"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":[0.00460172,0.0007146238,0.1044442,0.0003572647,0.0007546128,0.0006438979,0.000389541,0.7069324,0.01705548,0.04638156,0.05414927,0.0635754],"study_design_scores_gemma":[0.001000002,0.0006215669,0.02830003,0.0001261775,0.000233558,0.0002155136,0.000164712,0.9044864,0.0119052,0.02330869,0.02946739,0.0001706521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7991357,0.001620966,0.1010238,0.00564969,0.0004693353,0.0005128126,0.01477146,0.005972745,0.07084345],"genre_scores_gemma":[0.8427677,0.0006220894,0.1324053,0.001188738,0.0001529189,0.000566966,0.01822633,0.0007201011,0.003349941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008182436,"threshold_uncertainty_score":0.02561456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009425434486321136,"score_gpt":0.2288310484232979,"score_spread":0.2194056139369767,"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."}}