{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004180856,0.0009450394,0.0009368245,0.001416104,0.0009099502,0.002786035,0.001188313,0.001017416,0.002931825],"category_scores_gemma":[0.005335405,0.000592628,0.0007221771,0.002153005,0.0004513833,0.0009938825,0.001323234,0.0005215495,0.001529517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001280034,"about_ca_system_score_gemma":0.0008732774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005887735,"about_ca_topic_score_gemma":0.005329737,"domain_scores_codex":[0.9972698,0.0007991433,0.000175284,0.0004981909,0.0009173231,0.0003402415],"domain_scores_gemma":[0.9953146,0.002749618,0.0003647517,0.0004932818,0.0007727421,0.0003050298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.03851978,0.001485125,0.3554842,0.000524979,0.00157666,0.001468964,0.0006709681,0.2915438,0.1836373,0.008893395,0.01563666,0.1005582],"study_design_scores_gemma":[0.0009083914,0.002044737,0.1689025,0.0000296941,0.0003790155,0.001021526,0.0003784183,0.5672793,0.2530384,0.002114749,0.003622639,0.0002806497],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651047,0.0002396172,0.02414004,0.00017263,0.00002924178,0.00006223023,0.002045409,0.003077328,0.005128798],"genre_scores_gemma":[0.9810935,0.00006115437,0.01159869,0.00009229897,0.00001687573,0.00006172565,0.004443779,0.0004355525,0.002196556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005887735,"threshold_uncertainty_score":0.02211076,"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."}}