{"id":"W4376106946","doi":"10.1101/2023.05.09.23289739","title":"World Health Organization Danger Signs to predict bacterial sepsis in newborns: A pragmatic prospective cohort study","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Université Laval; BC Centre for Disease Control; BC Children's Hospital; University of British Columbia","funders":"Grand Challenges Canada; BC Children's Hospital; Children's Hospital Foundation; World Health Organization","keywords":"Medicine; Sepsis; Prospective cohort study; Blood culture; Neonatal sepsis; Incidence (geometry); Univariate analysis; Gestational age; Pediatrics; Tachypnea; Cohort; Cohort study; Birth weight; Triage; Internal medicine; Pregnancy; Multivariate analysis; Emergency medicine; Antibiotics","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":[0.002803417,0.0006743852,0.0005656613,0.0007175304,0.0007035345,0.00105413,0.0005656093,0.0006293023,0.001020662],"category_scores_gemma":[0.004780535,0.0006030222,0.0009926624,0.0009124706,0.0004418184,0.0007629371,0.00117836,0.0009068344,0.0002282167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006822054,"about_ca_system_score_gemma":0.0008045277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006295394,"about_ca_topic_score_gemma":0.006606402,"domain_scores_codex":[0.9983016,0.0008932491,0.0001344933,0.0003075466,0.0001693131,0.0001937446],"domain_scores_gemma":[0.9979431,0.0003677526,0.0006730894,0.0002392407,0.0002040427,0.0005728292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004406221,0.0001206613,0.9983116,0.00001896941,0.00009552218,0.0001059746,0.0001425123,0.0000198625,0.0001059787,0.00001349188,0.00005798107,0.0005667571],"study_design_scores_gemma":[0.0001467774,0.001176488,0.9968727,0.00003035075,0.00009591182,0.0003359286,0.0006957414,0.0003885348,0.0000585769,0.0000321398,0.0001542232,0.00001261361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993744,0.0000966391,0.0001063907,0.00002770743,0.000005468622,0.00008415583,0.0002080629,0.000001321444,0.00009591495],"genre_scores_gemma":[0.9992797,0.00007209741,0.0002147183,0.00003654234,0.000008343924,0.0001078241,0.0002056708,0.000001282455,0.0000738308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006295394,"threshold_uncertainty_score":0.01482606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02354991645437578,"score_gpt":0.3103450647944734,"score_spread":0.2867951483400976,"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."}}