{"id":"W3151080094","doi":"10.1093/trstmh/trab048","title":"Key considerations on the potential impacts of the COVID-19 pandemic on antimicrobial resistance research and surveillance","year":2021,"lang":"en","type":"article","venue":"Transactions of the Royal Society of Tropical Medicine and Hygiene","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity; Canadian Institutes of Health Research; McMaster University; Centre for Global Health Research; BC Children's Hospital; York University; University of British Columbia","funders":"Medical Research Council; Innovative Medicines Initiative; Bundesministerium für Bildung und Forschung; Instituto de Salud Carlos III; Joint Programming Initiative on Antimicrobial Resistance; National Institute for Health and Care Research; Ministerio de Ciencia, Innovación y Universidades; UK Research and Innovation","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Antimicrobial; Virology; Antibiotic resistance; Key (lock); Biology; Medicine; Geography; Microbiology; Outbreak; Antibiotics; Infectious disease (medical specialty); Pathology; Ecology","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":[0.1023866,0.001484169,0.002267063,0.00270525,0.003608981,0.01462598,0.00651682,0.02132163,0.01771496],"category_scores_gemma":[0.2233881,0.001097105,0.0028602,0.001900013,0.009245505,0.01674143,0.01173863,0.02178971,0.005955023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006142454,"about_ca_system_score_gemma":0.047063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01265686,"about_ca_topic_score_gemma":0.01868441,"domain_scores_codex":[0.9082475,0.06030928,0.008042713,0.005655815,0.01235791,0.005386835],"domain_scores_gemma":[0.6119353,0.2411601,0.01593874,0.01271737,0.07231585,0.04593262],"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":[0.000504231,0.0002531197,0.01008539,0.006290673,0.0003318538,0.001997104,0.004947356,0.001922533,0.001572824,0.05270588,0.6150154,0.3043737],"study_design_scores_gemma":[0.0001479098,0.0005853053,0.008975819,0.01854861,0.0002312422,0.002311224,0.01217838,0.001373823,0.0009722415,0.07087543,0.8835046,0.0002954388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001366007,0.02198275,0.002528217,0.9602965,0.00696786,0.0001064958,0.0001850165,0.0001338959,0.006433321],"genre_scores_gemma":[0.08046646,0.09334345,0.03642014,0.7424974,0.03686229,0.001139808,0.0005141817,0.0002634697,0.008492778],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1023866,"threshold_uncertainty_score":0.5414785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04322773513539661,"score_gpt":0.3033047264658574,"score_spread":0.2600769913304608,"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."}}