{"id":"W4388857799","doi":"10.1371/journal.pgph.0001990","title":"World Health Organization Danger Signs to predict bacterial sepsis in young infants: A pragmatic cohort study","year":2023,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":2,"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 Foundation; BC Children's Hospital; Children's Hospital Foundation; Bill and Melinda Gates Foundation","keywords":"Sepsis; Medicine; Tachypnea; Neonatal sepsis; Gestational age; Blood culture; Pediatrics; Cohort; Birth weight; Cohort study; Internal medicine; Pregnancy; Antibiotics; Biology","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":[0.002866721,0.001004266,0.0009464122,0.000784136,0.001237451,0.001169336,0.0006850433,0.0007076319,0.001167518],"category_scores_gemma":[0.006411189,0.0008329799,0.001423893,0.001009795,0.0004828741,0.000848852,0.001835006,0.0009320746,0.0003344444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001184141,"about_ca_system_score_gemma":0.00133411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01506629,"about_ca_topic_score_gemma":0.01940054,"domain_scores_codex":[0.9978961,0.001048436,0.0001813177,0.0003547749,0.0002312662,0.0002880942],"domain_scores_gemma":[0.9974459,0.0003734927,0.0007829157,0.0003223426,0.000414481,0.0006609008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001834268,0.0005065301,0.9936376,0.00008855986,0.0003429951,0.0003263127,0.0008953114,0.0000438027,0.0003145666,0.00004895789,0.0002546163,0.001706327],"study_design_scores_gemma":[0.0007167042,0.003306609,0.991909,0.00007648578,0.0002577376,0.0005710872,0.001983738,0.0005107766,0.00007008437,0.00007041908,0.0004913844,0.00003589363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987668,0.0001229852,0.0001512184,0.0000564813,0.000009373971,0.0003406398,0.0003643321,0.00000184207,0.0001863376],"genre_scores_gemma":[0.9982029,0.0001399007,0.0004482581,0.00009968204,0.00001927444,0.0005228652,0.0004263218,0.000003200387,0.0001375578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01506629,"threshold_uncertainty_score":0.02995718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03043117166622571,"score_gpt":0.3239935084045958,"score_spread":0.2935623367383701,"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."}}