{"id":"W4391426101","doi":"10.1016/j.jinf.2024.01.010","title":"Distinguishing community-acquired bacterial and viral meningitis: Microbes and biomarkers","year":2024,"lang":"en","type":"article","venue":"Journal of Infection","topic":"Bacterial Infections and Vaccines","field":"Immunology and Microbiology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"Children's Hospital Foundation; Lastentautien Tutkimussäätiö; Turun Yliopisto; Turun Yliopistollinen Keskussairaala; Michael Smith Health Research BC; BC Children’s Hospital Foundation","keywords":"Viral meningitis; Procalcitonin; Bacterial meningitis; Meningitis; Antibiotics; Antibiotic resistance; Biology; Medicine; Antimicrobial; Microbiology; Virology; Immunology; Sepsis; Pediatrics","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":[],"consensus_categories":[],"category_scores_codex":[0.0004672152,0.00009398359,0.000167208,0.0001748046,0.0002791111,0.0001646979,0.00002838324,0.0001131468,0.0000908338],"category_scores_gemma":[0.0001210862,0.00007614996,0.00005532108,0.00007765496,0.00007796192,0.0003262866,0.00004501258,0.0002427715,0.000004839294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002787615,"about_ca_system_score_gemma":0.00001987383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004569781,"about_ca_topic_score_gemma":0.00005592964,"domain_scores_codex":[0.9993426,0.0002110826,0.0002650605,0.00006870287,0.000009293703,0.0001032865],"domain_scores_gemma":[0.9996205,0.0001333245,0.0001135751,0.00005140067,0.00006310881,0.00001806792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000105765,0.00003305664,0.006328408,0.00005075324,0.0002508762,0.000002946681,0.0004545924,3.941013e-7,0.9780962,0.0001150177,0.001112774,0.01344924],"study_design_scores_gemma":[0.004503122,0.003345291,0.4195977,0.001714193,0.0007388133,0.01979587,0.0007410825,0.00004230623,0.2431377,0.001701573,0.3039585,0.0007238955],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936041,0.001942149,0.0001544846,0.0001155032,0.003941651,0.00004339556,0.000007252658,0.00003601606,0.0001554941],"genre_scores_gemma":[0.9992756,0.0003382349,0.00007866258,0.000008290626,0.0002190309,0.000001151261,0.00001050633,0.000009355859,0.00005911987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7349585,"threshold_uncertainty_score":0.3105305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01359689644078132,"score_gpt":0.2569839899951873,"score_spread":0.243387093554406,"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."}}