{"id":"W4396215696","doi":"10.1371/journal.pgph.0003050","title":"Prediction models for post-discharge mortality among under-five children with suspected sepsis in Uganda: A multicohort analysis","year":2024,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; McGill University; University of British Columbia","funders":"National Institute of Environmental Health Sciences; Grand Challenges Canada; BC Children’s Hospital Foundation; BC Children's Hospital; Children's Hospital Foundation; Thrasher Research Fund","keywords":"Medicine; Receiver operating characteristic; Pediatrics; Glasgow Coma Scale; Mortality rate; Mechanical ventilation; Brier score; Anthropometry; Sepsis; Prospective cohort study; Nomogram; Surgery; Internal medicine","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":[0.019276,0.001298197,0.001318983,0.002150447,0.0006601029,0.001381568,0.001184467,0.001026068,0.001041525],"category_scores_gemma":[0.02191738,0.00093447,0.003022736,0.001208774,0.0004743044,0.0008673997,0.001431791,0.001132135,0.0002011224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007219439,"about_ca_system_score_gemma":0.0009084326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008984784,"about_ca_topic_score_gemma":0.003871989,"domain_scores_codex":[0.9930639,0.005266848,0.000369526,0.0006229143,0.000328895,0.0003480563],"domain_scores_gemma":[0.9857419,0.009496099,0.001825294,0.001427294,0.0009667462,0.0005427042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008985932,0.0001313184,0.9917882,0.00003505157,0.001255719,0.0001521621,0.0002242181,0.002499457,0.00009814437,0.00005481129,0.0001661991,0.002696238],"study_design_scores_gemma":[0.000255715,0.00175973,0.8848398,0.0001074,0.001569439,0.001025164,0.001493156,0.1075519,0.0002515024,0.0004775185,0.0005991349,0.00006960012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982252,0.0002594681,0.001105644,0.00005147083,0.00001010825,0.00004234513,0.000251441,0.000009035957,0.00004538751],"genre_scores_gemma":[0.9978326,0.0001193502,0.001316656,0.00002138862,0.000008342105,0.00007363528,0.0005475505,0.000006044692,0.000074501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.019276,"threshold_uncertainty_score":0.1019425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1093221554600239,"score_gpt":0.3594030644124512,"score_spread":0.2500809089524273,"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."}}