{"id":"W4399577193","doi":"10.1016/j.chom.2024.05.015","title":"Antibiotic resistance: A key microbial survival mechanism that threatens public health","year":2024,"lang":"en","type":"article","venue":"Cell Host & Microbe","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":181,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research; Canadian Food Inspection Agency","keywords":"Biology; Antibiotics; Antibiotic resistance; Bacteria; Biotechnology; Resistance (ecology); Mechanism (biology); Disease; Microbiology; Genetics; Ecology; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005105559,0.0005568046,0.0004713278,0.0007270458,0.0004801338,0.001934895,0.0003279996,0.002087594,0.003539174],"category_scores_gemma":[0.001112724,0.0001541301,0.0001951844,0.0006534658,0.001088755,0.001120599,0.0008794634,0.001324877,0.001302574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008328025,"about_ca_system_score_gemma":0.001378747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009065995,"about_ca_topic_score_gemma":0.0008444513,"domain_scores_codex":[0.9993072,0.0001780703,0.00003363457,0.0001145102,0.0002375805,0.0001291513],"domain_scores_gemma":[0.9990157,0.000170072,0.0004237913,0.00004627935,0.0001649649,0.0001791299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003712455,0.000437968,0.02665213,0.002352141,0.0001778327,0.002382505,0.0007166407,0.001417128,0.3743469,0.1119846,0.07286973,0.4062913],"study_design_scores_gemma":[0.00005597885,0.001379548,0.05014715,0.001262193,0.0002119554,0.008991574,0.002324309,0.002782478,0.09952284,0.05326463,0.7799488,0.0001085478],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2718398,0.4023302,0.02849113,0.1852043,0.007141903,0.0001750258,0.002400642,0.001317076,0.1011],"genre_scores_gemma":[0.7868312,0.1730132,0.007937135,0.01138842,0.002664157,0.00004752769,0.0004554139,0.00005888009,0.01760423],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003539174,"threshold_uncertainty_score":0.01183975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02100419228654032,"score_gpt":0.2536025130135399,"score_spread":0.2325983207269996,"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."}}