{"id":"W4221153976","doi":"10.18154/rwth-2022-09574","title":"Low Energy Event Reconstruction in IceCube DeepCore","year":2022,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Astrophysics and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":3,"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; Michigan State University; National Research Foundation; Western Canada Research Grid; Fonds De La Recherche Scientifique - FNRS; Polarforskningssekretariatet; University of Oxford; Compute Canada; Marquette University; University of Wisconsin-Madison; U.S. Department of Energy; Vetenskapsrådet","keywords":"Event reconstruction; Event (particle physics); Energy (signal processing); Detector; Range (aeronautics); Iterative reconstruction; Computer science; Neutrino; Reconstruction algorithm; Algorithm; Physics; Artificial intelligence; Optics; Particle physics; Aerospace engineering; Engineering; Astrophysics","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":[0.001661121,0.001190122,0.0007682739,0.001331633,0.0005757202,0.001546479,0.00166557,0.0006190201,0.005864082],"category_scores_gemma":[0.003381489,0.0006257634,0.0008076094,0.00182814,0.0004421178,0.001096345,0.001825727,0.001364059,0.001985519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118455,"about_ca_system_score_gemma":0.001824236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009397747,"about_ca_topic_score_gemma":0.01535388,"domain_scores_codex":[0.9992715,0.0001385317,0.00002524487,0.0001525385,0.0003160146,0.00009615324],"domain_scores_gemma":[0.9993175,0.0001358358,0.00006135907,0.0002185005,0.0002014961,0.00006540483],"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":[0.003592403,0.0004700022,0.04165167,0.0005778596,0.0006958548,0.001150231,0.0005991948,0.4330606,0.0292785,0.07781678,0.2064647,0.2046423],"study_design_scores_gemma":[0.0003239152,0.00009502106,0.009882517,0.00005906381,0.00005445777,0.0003093109,0.0001632343,0.8407081,0.02469552,0.0553421,0.06828116,0.00008568349],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2516548,0.001577894,0.5588666,0.001402295,0.0004948472,0.0004291651,0.08269755,0.04685592,0.05602084],"genre_scores_gemma":[0.4529192,0.0004018004,0.4076676,0.0004920272,0.00009293146,0.0004435208,0.1255222,0.00471005,0.007750692],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009397747,"threshold_uncertainty_score":0.01961732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0220436664257591,"score_gpt":0.162280062747662,"score_spread":0.1402363963219029,"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."}}