{"id":"W2115309022","doi":"10.1088/0954-3899/39/10/105005","title":"Simplified models for LHC new physics searches","year":2012,"lang":"en","type":"article","venue":"Journal of Physics G Nuclear and Particle Physics","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":474,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute; York University; TRIUMF; Carleton University","funders":"SLAC National Accelerator Laboratory; U.S. Department of Energy; Science and Technology Facilities Council; National Science Foundation","keywords":"Large Hadron Collider; Physics beyond the Standard Model; Particle physics; Physics; Benchmark (surveying); Observable; Atlas (anatomy); Set (abstract data type); Monte Carlo method; Computer science; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002168566,0.0002649475,0.0004576865,0.000009328633,0.0002582973,0.00009298063,0.0001847367,0.00003208053,0.00003239827],"category_scores_gemma":[0.000007724285,0.0002265356,0.0003252253,0.0001825713,0.0001666783,0.001011191,0.0001308259,0.0002223345,0.0000323169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002758919,"about_ca_system_score_gemma":0.00004077381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001901509,"about_ca_topic_score_gemma":4.272282e-8,"domain_scores_codex":[0.9984779,0.0000505461,0.0003902696,0.0001733191,0.0002931943,0.0006147823],"domain_scores_gemma":[0.9987455,0.0001901758,0.0002621999,0.000191251,0.0001520923,0.000458778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001865362,0.0008055478,0.004128559,0.00002479888,0.0003095341,2.800117e-7,0.003280156,0.0009471338,0.02409943,0.8976904,0.001637992,0.0668896],"study_design_scores_gemma":[0.001476166,0.0002604116,0.0001730346,0.00003199251,0.0001869175,0.000001358932,0.001182986,0.01363914,0.2108568,0.7704436,0.001395463,0.0003521987],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7852285,0.0003958335,0.2106518,0.0005600612,0.0003393848,0.0002847283,0.00004427027,0.00003384315,0.002461583],"genre_scores_gemma":[0.9920294,0.00001800695,0.003533276,0.0001174945,0.00418719,0.000006572966,0.00000391091,0.00005284825,0.00005132546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2071186,"threshold_uncertainty_score":0.9237853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06747273243787379,"score_gpt":0.3051015466494982,"score_spread":0.2376288142116245,"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."}}