{"id":"W4407632249","doi":"10.3204/pubdb-2025-02524","title":"Weakly supervised anomaly detection for resonant new physics in the dijet final state using proton-proton collisions at $\\sqrt{s}=13$ TeV with the ATLAS detector","year":2025,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"CHIST-ERA; H2020 Marie Skłodowska-Curie Actions; H2020 European Research Council; Institut National de Physique Nucléaire et de Physique des Particules; Agencia Estatal de Investigación; Fundação para a Ciência e a Tecnologia; Ministry of Education, Culture, Sports, Science and Technology; Natural Sciences and Engineering Research Council of Canada; Agencia Nacional de Promoción Científica y Tecnológica; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Science and Technology Facilities Council; Horizon 2020 Framework Programme; Narodowa Agencja Wymiany Akademickiej; Forskningsrådet om Hälsa, Arbetsliv och Välfärd; Ministerstvo Školství, Mládeže a Tělovýchovy; National Science and Technology Council; European Social Fund; Royal Society; Centre National pour la Recherche Scientifique et Technique; European Regional Development Fund; British Columbia Knowledge Development Fund; Max-Planck-Gesellschaft; Centre National de la Recherche Scientifique; U.S. Department of Energy; Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; Japan Society for the Promotion of Science; Ministerstwo Edukacji i Nauki; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Bundesministerium für Wissenschaft, Forschung und Wirtschaft; Generalitat de Catalunya; Generalitat Valenciana; Agencia Nacional de Investigación y Desarrollo; UK Research and Innovation; Istituto Nazionale di Fisica Nucleare; Ministero dell'Università e della Ricerca; Grantová Agentura České Republiky; Austrian Science Fund; National Natural Science Foundation of China; European Commission; Leverhulme Trust; Fundação de Amparo à Pesquisa do Estado de São Paulo; Deutsche Forschungsgemeinschaft; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Ministry of Science and Technology of the People's Republic of China; Agence Nationale de la Recherche; National Science Foundation; Baden-Württemberg Stiftung; Alexander von Humboldt-Stiftung; TRIUMF; Danmarks Grundforskningsfond; Türkiye Enerji, Nükleer ve Maden Araştırma Kurumu; Canarie; CERN; Centres de Recerca de Catalunya","keywords":"Atlas detector; Physics; Atlas (anatomy); Particle physics; Proton; Nuclear physics; Anomaly (physics); Detector; Large Hadron Collider; Anomaly detection; Optics; Artificial intelligence; Quantum mechanics","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":[0.00127467,0.0005758321,0.0005713803,0.001266526,0.0004479642,0.001024952,0.0007396501,0.0005279012,0.0005135398],"category_scores_gemma":[0.002381333,0.0002162257,0.0004655831,0.0009159318,0.000439074,0.0004995172,0.001249871,0.0005899846,0.0001909242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005866239,"about_ca_system_score_gemma":0.0004412979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00237464,"about_ca_topic_score_gemma":0.00320612,"domain_scores_codex":[0.9992589,0.0002288812,0.00003391018,0.0001570089,0.0002204223,0.0001008099],"domain_scores_gemma":[0.9986129,0.0006830497,0.0002639589,0.000146908,0.0001664103,0.0001268278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00640199,0.00116759,0.4864733,0.0003432516,0.0008935102,0.002267275,0.000467391,0.2290806,0.1279852,0.008949243,0.004189597,0.1317809],"study_design_scores_gemma":[0.00007915299,0.0002687694,0.07877263,0.000009757972,0.00006664816,0.0003986583,0.0001063461,0.8833104,0.03173824,0.004275248,0.0009083026,0.00006575005],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807832,0.00009129722,0.01726372,0.00009246216,0.00001543379,0.00001548424,0.0003377432,0.0004237179,0.0009769197],"genre_scores_gemma":[0.9912125,0.00002712417,0.007284269,0.00001869023,0.00001609028,0.000007572336,0.001070736,0.00003691364,0.0003261122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00237464,"threshold_uncertainty_score":0.006741226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09114868805824555,"score_gpt":0.2365426398862892,"score_spread":0.1453939518280436,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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