{"id":"W2027291659","doi":"10.1103/physrevlett.104.141801","title":"Search for the Higgs Boson Using Neural Networks in Events with Missing Energy and<mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><mml:mi>b</mml:mi></mml:math>-Quark Jets in<mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><mml:mi>p</mml:mi><mml:mover accent=\"true\"><mml:mi>p</mml:mi><mml:mo>¯</mml:mo></mml:mover></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>1.96</mml:mn><mml:mtext> </mml:mtext><mml:mtext> </mml:mtext><mml:mi>TeV</mml:mi></mml:math>","year":2010,"lang":"lv","type":"article","venue":"Physical Review Letters","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Institute of Particle Physics; Simon Fraser University; University of Toronto; TRIUMF","funders":"Academy of Finland; Science and Technology Facilities Council; Russian Foundation for Basic Research; Centre National de la Recherche Scientifique; Royal Society","keywords":"Physics; Higgs boson; Particle physics; Standard Model (mathematical formulation); Lepton; Luminosity; Tevatron; Boson; Hadron; Energy (signal processing); Production (economics); Physics beyond the Standard Model; Nuclear physics; Large Hadron Collider; Electron; Astrophysics; Gauge (firearms); Quantum mechanics; Galaxy","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0008077467,0.0006559532,0.0005222828,0.001361454,0.0004559224,0.001009127,0.001045564,0.001182915,0.005210107],"category_scores_gemma":[0.002384783,0.0005028683,0.0007064554,0.0007666029,0.00019879,0.0008586748,0.0006669724,0.0008124282,0.001050578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001070381,"about_ca_system_score_gemma":0.0007219338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01398777,"about_ca_topic_score_gemma":0.02115456,"domain_scores_codex":[0.9997762,0.00005300688,0.00001052219,0.00006289365,0.0000416955,0.00005571685],"domain_scores_gemma":[0.9993265,0.0003511347,0.00007382785,0.00004091866,0.000137601,0.00007010021],"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":[0.005350794,0.001063895,0.09091266,0.0003640375,0.000702385,0.001023175,0.0001428231,0.5663635,0.01749432,0.006089593,0.02872891,0.2817639],"study_design_scores_gemma":[0.00005238935,0.00004340733,0.002410863,0.000008344632,0.00002744214,0.00002128931,0.00002420813,0.99308,0.002378995,0.001605191,0.0003398213,0.000008037401],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8650606,0.001217628,0.1052163,0.003046507,0.0002317688,0.0001253854,0.004565869,0.004758035,0.01577801],"genre_scores_gemma":[0.9535353,0.0001979794,0.0344288,0.0003282371,0.00005528383,0.0000645609,0.005363727,0.0001411352,0.005884981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01398777,"threshold_uncertainty_score":0.02781272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01997728197119294,"score_gpt":0.2676522712987707,"score_spread":0.2476749893275777,"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."}}