{"id":"W4310632029","doi":"10.1103/physrevd.108.032014","title":"Measurement of the inclusive <mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><mml:mi>t</mml:mi><mml:mover accent=\"true\"><mml:mi>t</mml:mi><mml:mo stretchy=\"false\">¯</mml:mo></mml:mover></mml:math> production cross section in the <mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><mml:mrow><mml:mi>lepton</mml:mi><mml:mo>+</mml:mo><mml:mtext>jets</mml:mtext></mml:mrow></mml:math> channel in <mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><mml:mi>p</mml:mi><mml:mi>p</mml:mi></mml:math> collisions at <mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><mml:msqrt><mml:mi>s</mml:mi></mml:msqrt><mml:mo>=</mml:mo><mml:mn>7</mml:mn><mml:mtext> </mml:mtext><mml:mtext> </mml:mtext><mml:mi>TeV</mml:mi></mml:math> with the ATLAS detector using support vector machines","year":2023,"lang":"lv","type":"preprint","venue":"Physical review. D/Physical review. D.","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF; Carleton University; Simon Fraser University; University of British Columbia; York University; University of Victoria; McGill University; University of Alberta; Université de Montréal; Institute of Particle Physics; University of Toronto","funders":"Fundação para a Ciência e a Tecnologia; Institut National de Physique Nucléaire et de Physique des Particules; Agencia Nacional de Promoción Científica y Tecnológica; Science and Technology Facilities Council; Natural Sciences and Engineering Research Council of Canada; Agencia Nacional de Investigación y Desarrollo; Centre National pour la Recherche Scientifique et Technique; H2020 Marie Skłodowska-Curie Actions; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Javna Agencija za Raziskovalno Dejavnost RS; Max-Planck-Gesellschaft; Israel Science Foundation; Bundesministerium für Wissenschaft, Forschung und Wirtschaft; Austrian Science Fund; Centre National de la Recherche Scientifique; European Regional Development Fund; Bundesministerium für Bildung und Forschung; Ministerstvo Školství, Mládeže a Tělovýchovy; Japan Society for the Promotion of Science; Conselho Nacional de Desenvolvimento Científico e Tecnológico; U.S. Department of Energy; National Natural Science Foundation of China; Fundação de Amparo à Pesquisa do Estado de São Paulo; British Columbia Knowledge Development Fund; Türkiye Enerji, Nükleer ve Maden Araştırma Kurumu; Danmarks Grundforskningsfond; Ministry of Education, Culture, Sports, Science and Technology; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Agence Nationale de la Recherche; Ministerio de Ciencia e Innovación; European Commission; CERN; National Science Foundation; Compute Canada; Canarie","keywords":"Physics; Particle physics; Lepton; Large Hadron Collider; Atlas (anatomy); Atlas detector; Hadron; Pair production; Quantum chromodynamics; Bar (unit); Quark; ATLAS experiment; Production (economics); Nuclear physics; Electron","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":[0.001989113,0.001068344,0.0005298273,0.001120151,0.001181769,0.002323506,0.001441512,0.002083289,0.02210828],"category_scores_gemma":[0.002239021,0.001040461,0.0007001407,0.001176715,0.0005645375,0.001803522,0.00215011,0.001735605,0.01017853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001022423,"about_ca_system_score_gemma":0.0007735224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001851693,"about_ca_topic_score_gemma":0.00309596,"domain_scores_codex":[0.9984269,0.0002154451,0.00004233947,0.0005022702,0.0005687166,0.0002443505],"domain_scores_gemma":[0.998687,0.0002834483,0.0001864896,0.0002924599,0.0003032341,0.0002474899],"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":[0.003945576,0.001309857,0.05806613,0.0009314615,0.0008825047,0.001137379,0.001234762,0.004412225,0.705122,0.05171686,0.06734843,0.1038928],"study_design_scores_gemma":[0.0002866093,0.001143794,0.1062931,0.0001488921,0.0003966706,0.0008869794,0.0003377048,0.02560513,0.7661647,0.007018349,0.09148921,0.0002288595],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4680667,0.002668612,0.1774948,0.00370315,0.001614179,0.0005718502,0.02837158,0.01012288,0.3073863],"genre_scores_gemma":[0.9284864,0.0008470459,0.02251834,0.001173067,0.0002276705,0.000429453,0.008507173,0.001009134,0.03680169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02210828,"threshold_uncertainty_score":0.07395959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02255374748294885,"score_gpt":0.2969648585583226,"score_spread":0.2744111110753737,"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."}}