{"id":"W4380785137","doi":"10.1371/journal.ppat.1011379","title":"Vaccination is an integral strategy to combat antimicrobial resistance","year":2023,"lang":"en","type":"article","venue":"PLoS Pathogens","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"Seqirus; Moderna; BC Children’s Hospital Foundation; Children's Hospital Foundation; Medical Research Council; Sanofi; Michael Smith Health Research BC; BC Children's Hospital; GlaxoSmithKline; Pfizer","keywords":"Antibiotic resistance; Vaccination; Streptococcus pneumoniae; Haemophilus influenzae; Medicine; Population; Antimicrobial stewardship; Antibiotics; Microbiology; Biology; Virology; Environmental health","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":[0.001840762,0.0005586466,0.0006156112,0.0005027314,0.0004982076,0.001674751,0.0008635889,0.002154212,0.01853213],"category_scores_gemma":[0.00303075,0.0001628215,0.000339965,0.0002973104,0.0009408412,0.001598578,0.001603334,0.002816424,0.00503002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007888599,"about_ca_system_score_gemma":0.002096036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007976104,"about_ca_topic_score_gemma":0.0008736668,"domain_scores_codex":[0.9989803,0.0003372455,0.00003934207,0.0001267382,0.0003588625,0.0001575387],"domain_scores_gemma":[0.9989153,0.0002708965,0.0001971865,0.00007026127,0.0002301868,0.0003161976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002032775,0.0006394826,0.004174994,0.001963613,0.0001827249,0.0002836153,0.0003172255,0.001129608,0.01728584,0.06922635,0.177002,0.7275912],"study_design_scores_gemma":[0.00004114463,0.0007237864,0.003400721,0.001670191,0.00007363741,0.0005956794,0.0002289138,0.0006620064,0.002602812,0.02696735,0.9630123,0.00002140101],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.04673482,0.3451809,0.06913999,0.3377023,0.01942345,0.0005061542,0.001460137,0.00185217,0.178],"genre_scores_gemma":[0.3779534,0.3509847,0.04457412,0.1441835,0.01736387,0.000564763,0.00127904,0.0002721419,0.06282447],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01853213,"threshold_uncertainty_score":0.06199616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0306843413902695,"score_gpt":0.2648118055022552,"score_spread":0.2341274641119857,"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."}}