{"id":"W4414687706","doi":"10.18154/rwth-2026-00955","title":"Signal selection and model-independent extraction of the neutrino neutral-current single","year":2025,"lang":"en","type":"article","venue":"ArXiv.org","topic":"Neutrino Physics Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Regional Development Fund; Japan Society for the Promotion of Science; National Energy Research Scientific Computing Center; Deutsches Elektronen-Synchrotron; Institut National de Physique Nucléaire et de Physique des Particules; Horizon 2020 Framework Programme; Science and Technology Facilities Council; Natural Sciences and Engineering Research Council of Canada; Generalitat de Catalunya; Sorbonne Université; Nemzeti Kutatási Fejlesztési és Innovációs Hivatal; National Foundation for Science and Technology Development; Alliance de recherche numérique du Canada; Institute for Cosmic Ray Research, University of Tokyo; Centre National de la Recherche Scientifique; European Commission; Ministerio de Ciencia e Innovación; Russian Science Foundation; Ministry of Education, Culture, Sports, Science and Technology; Agence Nationale de la Recherche; U.S. Department of Energy; UK Research and Innovation; Centres de Recerca de Catalunya; CERN; Deutsche Forschungsgemeinschaft; Agencia Estatal de Investigación; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Universidad de Sevilla","keywords":"Neutrino; Detector; Selection (genetic algorithm); SIGNAL (programming language); Neutrino detector; Extraction (chemistry); Channel (broadcasting); Neutrino oscillation","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":[0.002297506,0.001241501,0.0005510647,0.0008504004,0.0004878669,0.001270196,0.001123622,0.0005548963,0.001517392],"category_scores_gemma":[0.00455116,0.0004597809,0.0009565782,0.0006079021,0.0003429538,0.0006587486,0.001062918,0.0004446257,0.0006414072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004110568,"about_ca_system_score_gemma":0.0007117684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001403953,"about_ca_topic_score_gemma":0.001607246,"domain_scores_codex":[0.9991292,0.0003731694,0.00003565978,0.0001749589,0.0002002433,0.00008677148],"domain_scores_gemma":[0.9984654,0.0008264643,0.0001996198,0.0002889234,0.0001623539,0.00005721048],"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":[0.003981665,0.0004878582,0.08054537,0.0006426182,0.001237986,0.001028191,0.0004630892,0.4653281,0.1962836,0.0346432,0.002619154,0.2127392],"study_design_scores_gemma":[0.00009177325,0.0003206089,0.01091894,0.00001982713,0.0001484162,0.0003056777,0.00006135443,0.8889467,0.08734571,0.009319986,0.002438882,0.00008213903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6045524,0.0004657879,0.3880257,0.0002056996,0.0000309177,0.00007754585,0.00113861,0.002489849,0.003013473],"genre_scores_gemma":[0.9425732,0.0001499102,0.05388723,0.00005131684,0.00002029627,0.00006790861,0.002046933,0.0003843903,0.0008186894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002297506,"threshold_uncertainty_score":0.01215053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03577027704683704,"score_gpt":0.3129529024736091,"score_spread":0.277182625426772,"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."}}