{"id":"W4221011217","doi":"10.1002/jac5.1622","title":"Global resilience and new strategies needed for antimicrobial stewardship during the COVID‐19 pandemic and beyond","year":2022,"lang":"en","type":"article","venue":"JACCP JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University Health Network; Public Health Ontario","funders":"","keywords":"Pandemic; Antimicrobial stewardship; Resilience (materials science); Context (archaeology); Stewardship (theology); Coronavirus disease 2019 (COVID-19); Political science; Business; Psychological resilience; Public relations; Environmental resource management; Economic growth; Medicine; Geography; Infectious disease (medical specialty); Psychology; Disease; Biology; Antibiotic resistance; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01342332,0.0008610357,0.0006815854,0.001482401,0.006519824,0.01340101,0.001605224,0.004929445,0.01242129],"category_scores_gemma":[0.01286578,0.0003493801,0.0009989605,0.0009902465,0.01897039,0.01862047,0.02530843,0.01090354,0.001360364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004858884,"about_ca_system_score_gemma":0.02265644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002904548,"about_ca_topic_score_gemma":0.004836685,"domain_scores_codex":[0.9927645,0.00332684,0.0002806831,0.0006441646,0.0007602267,0.002223553],"domain_scores_gemma":[0.9869108,0.003201397,0.0009240471,0.001220959,0.001286712,0.006455994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002298459,0.0003889345,0.01267442,0.001421611,0.0002323786,0.001912829,0.07943582,0.002552684,0.003542121,0.4415213,0.1422403,0.3138478],"study_design_scores_gemma":[0.00004420411,0.0002921297,0.008122399,0.001879553,0.00006105581,0.0006297191,0.08365519,0.0006759748,0.001039507,0.296597,0.6068829,0.0001204796],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.03285977,0.01674755,0.01411348,0.8538949,0.004032321,0.0001367378,0.0001544467,0.0004403488,0.0776205],"genre_scores_gemma":[0.8314933,0.02701889,0.02078755,0.1047628,0.00284135,0.0002854516,0.0002454178,0.0002493767,0.01231584],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01342332,"threshold_uncertainty_score":0.07099009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05733342214391537,"score_gpt":0.3869555693556262,"score_spread":0.3296221472117109,"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."}}