“…However, the model requires a training dataset from a prior validation study [25]. Bayes rule PHRMC [8,18,21,26] HDSS [30] China and Tanzania [21] Philippines, Mexico, India [8,30], China [26] Hospital & Community Statistical Features [21,30] Hospital Statistical Narratives Features [8] ~9.4% (single cause) ~46.0% (multiple cause) (Adult) [26] 91% [21] 70% [8] ~18 (single cause) ~68% (multiple cause) (Adult) [26] 64% [30] Better [21] 68% [8] Less [26] Random Forest [8,21] Random Forest PHRMC China, Tanzania [21] Philippines, Mexico, Tanzania, India [8] Hospital & Community Statistical Features [21] Hospital Statistical & Narratives Features [8] 41% [21] 45% [8] 71% [21] 77% [8] Better [21] 68% [8] Symptom Pattern (SP) [27] Bayes 45.8% adults [26], 51.5% for children [26], and 32.5% for neonates [26] 74% [8] 0.710 for adults [26], 0.739 for children [26], and 0.751 for neonates [26] 68% [8] Less [26] SCI, CCC, CCVA, and PCVA.…”