{"id":"W4391158784","doi":"10.18154/rwth-2024-12071","title":"Citizen Science for IceCube: Name that Neutrino","year":2024,"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; Helmholtz Alliance for Astroparticle Physics; Institute for Global Prominent Research, Chiba University; RWTH Aachen University; Villum Fonden; National Research Foundation of Korea; Marsden Fund; Bundesministerium für Bildung und Forschung; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation; Belgian Federal Science Policy Office; Deutsche Forschungsgemeinschaft; 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; Alliance de recherche numérique du Canada; Chiba University; Knut och Alice Wallenbergs Stiftelse; Office of Polar Programs; College of Engineering, Michigan State University; Alfred P. Sloan Foundation; Marquette University; National Research Foundation; Michigan State University; Fonds Wetenschappelijk Onderzoek; Nvidia","keywords":"Neutrino; Observatory; Neutrino detector; Particle physics; Physics; Solar neutrino problem; Artificial neural network; Neutrino astronomy; Detector; Neutrino oscillation; Solar neutrino; Computer science; Astronomy; Artificial intelligence","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":[0.00318297,0.0008071539,0.0006223776,0.0007222976,0.002009522,0.004283937,0.0009049071,0.001981732,0.2324542],"category_scores_gemma":[0.008790543,0.0003223513,0.0004233868,0.001621987,0.0006839836,0.004756888,0.003775109,0.001744321,0.1404859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001276501,"about_ca_system_score_gemma":0.002090983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003792286,"about_ca_topic_score_gemma":0.01017595,"domain_scores_codex":[0.9985625,0.0002602317,0.00003860271,0.0003101894,0.0006009741,0.0002275457],"domain_scores_gemma":[0.9933804,0.0006315763,0.0002896477,0.001151919,0.001651638,0.002894833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000630012,0.00001341452,0.0004242078,0.00002310517,0.00000259596,0.00003236798,0.00005659312,0.00003537635,0.00022159,0.001218628,0.9860834,0.01182576],"study_design_scores_gemma":[0.00002357119,0.00001653458,0.0006686366,0.00002688844,0.000002228346,0.00004162097,0.0001435747,0.0003089734,0.0003598474,0.001628727,0.9967694,0.000009946814],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01401682,0.003816264,0.02301996,0.1264086,0.03334941,0.0007647584,0.1144962,0.05387224,0.6302556],"genre_scores_gemma":[0.06302659,0.002330616,0.02871325,0.0160931,0.007375649,0.000580495,0.1436432,0.01972838,0.7185087],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2324542,"threshold_uncertainty_score":0.7776368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.048094931779712,"score_gpt":0.1933932181228766,"score_spread":0.1452982863431646,"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."}}