{"id":"W4386302715","doi":"10.48550/arxiv.2308.15220","title":"Sensitivity of IceCube-Gen2 to measure flavor composition of Astrophysical neutrinos","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Astrophysics and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Experimental Program to Stimulate Competitive Research; 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; Helmholtz Alliance for Astroparticle Physics; Institute for Global Prominent Research, Chiba University; RWTH Aachen University; Chiba University; Knut och Alice Wallenbergs Stiftelse; Villum Fonden; National Research Foundation of Korea; Fonds Wetenschappelijk Onderzoek; Marsden Fund; Bundesministerium für Bildung und Forschung; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation; Belgian Federal Science Policy Office; Deutsche Forschungsgemeinschaft; Vetenskapsrådet; University of Wisconsin-Madison; U.S. Department of Energy; Office of Advanced Cyberinfrastructure; European Commission; Western Canada Research Grid; Fonds De La Recherche Scientifique - FNRS; Polarforskningssekretariatet; National Research Foundation; Michigan State University; University of Oxford; Compute Canada; Marquette University","keywords":"Neutrino; Physics; Particle physics; Flux (metallurgy); Neutrino detector; Neutrino oscillation; Neutrino astronomy","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":[0.004818159,0.001477016,0.0007561878,0.00127155,0.0005826417,0.002010582,0.00103124,0.0009673085,0.001310547],"category_scores_gemma":[0.005988056,0.0004899529,0.001121873,0.00192869,0.0006237499,0.001197293,0.001739757,0.0009050381,0.0006906596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001093256,"about_ca_system_score_gemma":0.0006791425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00876667,"about_ca_topic_score_gemma":0.009995171,"domain_scores_codex":[0.9983311,0.0005373971,0.00004910741,0.0004944645,0.0004039471,0.000183975],"domain_scores_gemma":[0.9972882,0.001003981,0.0003010105,0.0006897365,0.0005211705,0.0001959101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00659972,0.0005223791,0.4755274,0.0008540057,0.003140892,0.0005639578,0.0004390812,0.3339963,0.05601594,0.007787852,0.05899666,0.05555579],"study_design_scores_gemma":[0.0006479696,0.0004460524,0.4190242,0.0002476935,0.000367156,0.000917217,0.0004253219,0.4252552,0.06611416,0.01107158,0.07517219,0.000311279],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8824931,0.002130579,0.01508132,0.000875584,0.0003064367,0.000193104,0.07386938,0.003116347,0.02193407],"genre_scores_gemma":[0.8143919,0.0006054213,0.02632768,0.000638947,0.0001610455,0.0001959206,0.1552141,0.0009541578,0.001510939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00876667,"threshold_uncertainty_score":0.02548116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04834270722771058,"score_gpt":0.1864525082614604,"score_spread":0.1381098010337498,"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."}}