{"id":"W4295023796","doi":"10.1140/epjc/s10052-022-10721-2","title":"Low energy event reconstruction in IceCube DeepCore","year":2022,"lang":"en","type":"article","venue":"The European Physical Journal C","topic":"Astrophysics and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Queen's University","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; Physics; Algorithm; Optics; Artificial intelligence; Particle physics; Engineering; Aerospace engineering; Astrophysics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001923588,0.001165068,0.0007100148,0.001109218,0.0004845499,0.001286505,0.001623863,0.0005343332,0.005462426],"category_scores_gemma":[0.003141947,0.0005287885,0.0007719506,0.001465391,0.0004056952,0.0007879726,0.001647487,0.001110045,0.001548044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138323,"about_ca_system_score_gemma":0.001735686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009518061,"about_ca_topic_score_gemma":0.01531119,"domain_scores_codex":[0.9992602,0.0001606149,0.00002427716,0.0001510936,0.0002886504,0.0001150946],"domain_scores_gemma":[0.9991683,0.0001827403,0.00007966533,0.000222342,0.0002531595,0.00009381303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.005243123,0.0005389159,0.0578427,0.000568724,0.0008387108,0.001326183,0.0004366522,0.6095764,0.02977163,0.0349603,0.1036884,0.1552083],"study_design_scores_gemma":[0.0003135885,0.0001302951,0.01420028,0.00004700139,0.00006143598,0.0002629524,0.0001364778,0.9090568,0.02402033,0.02010876,0.03158842,0.00007361554],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4938011,0.001317885,0.3526967,0.001298123,0.0004031724,0.0004243267,0.07089003,0.03189778,0.04727089],"genre_scores_gemma":[0.6675861,0.0002141799,0.2310395,0.0003508809,0.00005927155,0.0002401966,0.09275317,0.00252113,0.005235505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009518061,"threshold_uncertainty_score":0.01892531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007186211102487301,"score_gpt":0.2042144931633908,"score_spread":0.1970282820609035,"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."}}