{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001428197,0.0001758753,0.0002355073,0.000156472,0.0002379251,0.00002736692,0.0002550929,0.0002092316,0.0004982828],"category_scores_gemma":[0.00004155379,0.0001567276,0.00007334577,0.0004317902,0.00004581769,0.00009994011,0.00006361338,0.0001892659,0.00350899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003257853,"about_ca_system_score_gemma":0.00004738989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001732299,"about_ca_topic_score_gemma":0.0002116641,"domain_scores_codex":[0.9987651,0.0001138755,0.0002384847,0.0004050815,0.00004868725,0.0004287597],"domain_scores_gemma":[0.999396,0.00003958854,0.00006437721,0.0003560586,0.00009858803,0.00004538878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001196329,0.0001579164,0.00165271,0.00005074373,0.00007475436,0.00003283251,0.001037108,0.000006962898,0.9489107,0.0008621793,0.04546571,0.001628762],"study_design_scores_gemma":[0.001533577,0.0005722017,0.1039631,0.0002581253,0.0001237739,0.00001937719,0.001641997,0.00004995282,0.8695397,0.0005453942,0.02095987,0.0007928978],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958743,0.0002007786,0.0001202556,0.0006898543,0.0004072099,0.000256269,0.0002665767,0.0002732461,0.001911475],"genre_scores_gemma":[0.9829847,0.00008708751,0.0001718411,0.0005517969,0.00005814467,0.000006617836,0.0002639905,0.00002755135,0.01584831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1023104,"threshold_uncertainty_score":0.9972669,"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."}}