{"id":"W4214522625","doi":"10.22541/au.164580863.30501789/v1","title":"Incidence of early and late onset group B streptococcal and Escherichia coli neonatal infection after universal antenatal culture-based screening of group B streptococcus in all public hospitals in Hong Kong: a retrospective cohort study","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Group B; Neonatal sepsis; Sepsis; Incidence (geometry); Streptococcus agalactiae; Pediatrics; Streptococcus; Population; Obstetrics; Internal medicine; Biology; Environmental health","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"],"consensus_categories":[],"category_scores_codex":[0.0006884611,0.0004434445,0.001017259,0.0007547961,0.00005697586,0.00006109146,0.0001371649,0.0002709763,0.0001692143],"category_scores_gemma":[0.0001163895,0.0004151599,0.0001401447,0.0005809467,0.0002944716,0.0004020202,0.0009951234,0.001309688,4.324117e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003504922,"about_ca_system_score_gemma":0.0001387175,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03171335,"about_ca_topic_score_gemma":0.01097153,"domain_scores_codex":[0.9971669,0.0002525883,0.0007855834,0.0008939168,0.0005468682,0.0003541942],"domain_scores_gemma":[0.9987153,0.00008776395,0.0004352772,0.0003811565,0.0001960521,0.0001844845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001013891,0.0007634001,0.9948329,0.0003060094,0.0002717219,0.0004921309,0.00105157,0.00005489404,0.0008326297,0.00006468738,0.000003088051,0.0003130746],"study_design_scores_gemma":[0.003583495,0.00261346,0.9909394,0.0005010489,0.0001629126,0.00002265565,0.0008010434,0.0007124157,0.0001886911,0.0001134273,0.00001099042,0.0003504028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948194,0.0001737751,0.0004236501,0.00004673432,0.0001387304,0.00395394,0.0002798479,0.0000650648,0.00009884716],"genre_scores_gemma":[0.9985893,0.0001021062,0.0004491622,0.00003129586,0.000024585,0.0005077963,0.0001868832,0.00003754237,0.00007128469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02074182,"threshold_uncertainty_score":0.99983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424994272681596,"score_gpt":0.2692951414589542,"score_spread":0.2550451987321383,"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."}}