Rule No ‘If’ J48 ‘Then’ J48 Success Ratio Percent
6 Child unable to drink or breast feed = no and sunken eye = no and weight for age = appropriate weight for age and HMIS disease classification = diarrhea and skin pinch = very slow or slow Admitted 40/1 97.5
7 Child unable to drink or breast feed = no and sunken eye = no and weight for age = appropriate weight for age and HMIS disease classification = severe acute malnutrition Admitted 38/1 97.4
8 Child unable to drink or breast feed = no and sunken eye = no and weight for age = appropriate weight for age and HMIS disease classification = other respiratory infections and fast breathing = yes and vomiting = yes Admitted 6/0 100
9 Child unable to drink or breast feed = no and sunken eye = no and weight for age = appropriate weight for age and HMIS disease classification = typhoid fever Not admitted 73/10 88
10 Child unable to drink or breast feed = no and sunken eye = no and weight for age = appropriate weight for age and HMIS disease classification = infected wound and fever = yes Admitted 3/1 75
11 Child unable to drink or breast feed = no and sunken eye = no and weight for age = appropriate weight for age and HMIS disease classification = pneumonia and stridor no Not admitted 2008/7 99.7
12 Child unable to drink or breast feed = no and sunken eye = yes and HMIS disease classification = severe pneumonia Admitted 16/8 66.7
13 Child unable to drink or breast feed = no and sunken eye = yes and HMIS disease classification = severe acute malnutrition Admitted 51/0 100
14 Child unable to drink or breast feed = no and sunken eye = no and weight for age = very low weight for age and restlessness = no Not admitted 354/6 98.3
15 Child unable to drink or breast feed = no and sunken eye = no and weight for age = appropriate weight for age and HMIS disease classification = sepsis and fast breathing = yes Admitted 18/7 72
Table 14: Interesting rules 6-15 in J48 to predict admission of under-five children to pediatric ward in NEMM Hospital, 2012.