{"id":"W4402655854","doi":"10.1016/j.lanmic.2024.07.010","title":"Antimicrobial resistance: a concise update","year":2024,"lang":"en","type":"review","venue":"The Lancet Microbe","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":485,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"HORIZON EUROPE European Research Council; Birmingham Biomedical Research Centre; Invention for Innovation; Medical Research Council; Canadian Institutes of Health Research; Horizon 2020 Framework Programme; Perelman School of Medicine, University of Pennsylvania; Defense Threat Reduction Agency; National Institutes of Health; Killam Trusts; Impact Fund; European Commission; University of British Columbia; University of Pennsylvania; Procter and Gamble; National Institute of General Medical Sciences; National Institute for Health and Care Research; United Therapeutics Corporation; Brain and Behavior Research Foundation; Birmingham Health Partners; Hungarian Research Network","keywords":"Antimicrobial; Antibiotic resistance; Microbiology; Biology; Antibiotics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004088995,0.0005691306,0.001375185,0.00005175733,0.0001152558,0.0001837296,0.001213012,0.0004715832,0.00004932666],"category_scores_gemma":[0.00004737162,0.000352833,0.0005737725,0.0002163125,0.000293089,0.000002785514,0.0005965229,0.0004990926,0.0008841318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005052127,"about_ca_system_score_gemma":0.0003162799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002818011,"about_ca_topic_score_gemma":0.00003684348,"domain_scores_codex":[0.9978272,0.0002116496,0.0005436295,0.000742457,0.0001155523,0.0005594585],"domain_scores_gemma":[0.9981279,0.00002195049,0.0002823436,0.001457811,0.00005133737,0.00005865199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006619303,0.00002131322,0.000002543388,0.01374994,0.0004632242,0.0000522317,0.00001898552,1.03243e-7,0.003488787,0.0003046845,0.9499183,0.03191366],"study_design_scores_gemma":[0.0001641495,0.00001178072,0.000001078098,0.006040204,0.0007601132,0.0001091506,0.000003818945,8.441505e-8,0.0003141607,0.00003874548,0.9921214,0.0004353289],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001359547,0.9953719,0.00004184738,0.0002938721,0.0009573349,0.0005823017,0.000658299,0.00005378243,0.001904705],"genre_scores_gemma":[0.00003317312,0.9830306,0.0004739109,0.000673394,0.002614345,0.00002398947,0.0007790048,0.0001428668,0.01222874],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04220305,"threshold_uncertainty_score":0.9998938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03001512497667702,"score_gpt":0.3206216991634849,"score_spread":0.2906065741868079,"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."}}