{"id":"W3093999282","doi":"10.17863/cam.77221","title":"Long-baseline neutrino oscillation physics potential of the DUNE experiment","year":2020,"lang":"en","type":"article","venue":"Lirias (KU Leuven)","topic":"Neutrino Physics Research","field":"Physics and Astronomy","cited_by":243,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fermilab; Institut National de Physique Nucléaire et de Physique des Particules; Science and Technology Facilities Council; Natural Sciences and Engineering Research Council of Canada; Horizon 2020 Framework Programme; Office of Science; Ministerio de Ciencia e Innovación; Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Centre National de la Recherche Scientifique; Ministerstvo Školství, Mládeže a Tělovýchovy; European Regional Development Fund; U.S. Department of Energy; European Commission; Fundação de Amparo à Pesquisa do Estado de Goiás; National Science Foundation; Royal Society; UK Research and Innovation; National Energy Research Scientific Computing Center; CERN; Fundação para a Ciência e a Tecnologia; Fundação de Amparo à Pesquisa do Estado de São Paulo; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Neutrino; Algorithm; Physics; Machine learning; Artificial intelligence; Particle physics; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001104363,0.0001863205,0.0002466314,0.00002147287,0.0001207034,0.0000420969,0.0003877167,0.0000353621,0.0003076772],"category_scores_gemma":[0.000002744264,0.0001502715,0.0002452141,0.0004178615,0.00008869646,0.0001539473,0.0002758114,0.0002715083,0.0001141481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002816584,"about_ca_system_score_gemma":0.000112845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001188714,"about_ca_topic_score_gemma":0.000001116765,"domain_scores_codex":[0.998447,0.0001258531,0.0003072591,0.0003158518,0.0005051582,0.0002988803],"domain_scores_gemma":[0.9990833,0.00005233848,0.0001720281,0.0004369756,0.0001296193,0.0001256732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006654176,0.002255589,0.07433075,0.0002860137,0.000748351,0.00001755497,0.004628901,0.08803324,0.4639865,0.2622814,0.006432388,0.09633388],"study_design_scores_gemma":[0.001874829,0.0001452625,0.007266392,0.00003885567,0.00005961533,5.007522e-7,0.0002619963,0.01131228,0.9732752,0.001731613,0.003685642,0.0003477813],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697285,0.00006702715,0.01744412,0.003537982,0.0004619548,0.0006748291,0.00007815263,0.0000511416,0.007956287],"genre_scores_gemma":[0.9978303,0.000001736582,0.0000668066,0.0001403895,0.001607785,0.00002474918,0.00003656152,0.00003138751,0.0002602928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5092887,"threshold_uncertainty_score":0.6127896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02705426758874857,"score_gpt":0.280888867429976,"score_spread":0.2538345998412275,"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."}}