{"id":"W2965771657","doi":"10.1140/epjc/s10052-019-7450-8","title":"ATLAS b-jet identification performance and efficiency measurement with $$t{\\bar{t}}$$ events in pp collisions at $$\\sqrt{s}=13$$ TeV","year":2019,"lang":"en","type":"article","venue":"The European Physical Journal C","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":332,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Simon Fraser University; University of British Columbia; York University; University of Alberta; Université de Montréal; Institute of Particle Physics; University of Victoria; McGill University; University of Toronto","funders":"Science and Technology Facilities Council; CERN","keywords":"Algorithm; Physics; Computer science","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":[0.0004939304,0.000161184,0.0001794071,0.00001647112,0.0003415373,0.00004554975,0.000200829,0.000005784973,0.00001492611],"category_scores_gemma":[0.00000433322,0.00008910735,0.00006170504,0.0001491924,0.0001355909,0.0001480968,0.0001787225,0.0002286008,0.0004176871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005962656,"about_ca_system_score_gemma":0.00001219838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001050602,"about_ca_topic_score_gemma":4.126753e-7,"domain_scores_codex":[0.9987108,0.0002202723,0.0002136389,0.0001938437,0.0003915934,0.0002698392],"domain_scores_gemma":[0.9995127,0.00004941047,0.0001134967,0.0001650542,0.00006113126,0.00009815357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005575244,0.002111711,0.4175891,0.00003428681,0.0002839648,0.000007992032,0.00529587,0.002067582,0.534202,0.01262385,0.001008584,0.02421755],"study_design_scores_gemma":[0.006650862,0.001489525,0.5122396,0.0006659312,0.0002308376,0.00004048785,0.002754885,0.006338252,0.4202197,0.04710572,0.0009274459,0.001336662],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732234,0.00005979716,0.00008768133,0.0001835561,0.00006259735,0.0001784858,0.000003391875,0.000009325076,0.02619177],"genre_scores_gemma":[0.9995886,0.00001232561,0.000007614418,0.000006548909,0.0002611627,0.000006280125,0.000001729214,0.00001864513,0.00009705716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1139823,"threshold_uncertainty_score":0.5368662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01501641402937754,"score_gpt":0.2401854078889602,"score_spread":0.2251689938595827,"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."}}