{"id":"W3202270007","doi":"10.1007/s10311-021-01274-z","title":"The impact of human vaccines on bacterial antimicrobial resistance. A review","year":2021,"lang":"en","type":"review","venue":"Environmental Chemistry Letters","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hatch (Canada)","funders":"Pfizer","keywords":"Antibiotic resistance; Streptococcus pneumoniae; Salmonella enterica; Herd immunity; Antimicrobial; Antibiotics; Virology; Biology; Medicine; Salmonella; Vaccination; Microbiology; Bacteria","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002509187,0.0004522015,0.002070762,0.00002261792,0.0001124331,0.0000158965,0.0003062586,0.0001642305,0.001197464],"category_scores_gemma":[0.0001325082,0.0002814167,0.001468148,0.00007574929,0.0002745884,0.0000224544,0.0001555324,0.0006366742,0.00003220016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000476155,"about_ca_system_score_gemma":0.00005991414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006964476,"about_ca_topic_score_gemma":5.623387e-7,"domain_scores_codex":[0.997716,0.0002411047,0.0008200106,0.0004745921,0.0002503243,0.000497998],"domain_scores_gemma":[0.9986205,0.00006492489,0.0004084516,0.0007238347,0.000005823139,0.0001765173],"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":[0.0002413585,0.0004685978,0.0001820087,0.09467974,0.001813372,0.0005324876,0.000006836463,3.511572e-7,0.3225294,5.205933e-7,0.5010391,0.07850616],"study_design_scores_gemma":[0.0007001475,0.0001659649,0.0001590821,0.08741103,0.0005400695,0.0003798444,0.000002889753,5.111837e-8,0.0007707051,3.584069e-7,0.9095896,0.0002802358],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009974781,0.9881758,3.005954e-7,0.0007363554,0.0000575342,0.0005589528,0.0002678893,0.00001061616,0.0002177453],"genre_scores_gemma":[0.0004197254,0.9960124,0.00001843706,0.0003172285,0.0004971988,0.00006388516,0.001999666,0.00005357967,0.0006178176],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4085505,"threshold_uncertainty_score":0.9999638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02705611901455636,"score_gpt":0.3512106361206243,"score_spread":0.324154517106068,"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."}}