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Table 5 Prediction explanation generated on a random false positive patient with high probability score

From: Improving palliative care with deep learning

Patient MRN YYYYYYY    
Probability score 0.909    
Factors Code Value Influence Description
Top Diagnostic factors 197.7 16 0.1299 Malignant neoplasm of liver, secondary
  154.1 3 0.1254 Malignant neoplasm of rectum
  287.5 1 0.0194 Thrombocytopenia, unspecified
  780.6 1 0.0171 Fever and other physiologic disturbances of temperature regulation
  733.90 1 0.0113 Other and unspecified disorders of bone and cartilage
Top Procedural factors 73560 1 0.0502 Diagnostic Radiology (Diagnostic Imaging) Procedures of the Lower Extremities
  Code_Type_Count 20 0.0491 Summary statistic (Number of unique ICD-9/CPT codes)
  74160 1 0.0381 Diagnostic Radiology (Diagnostic Imaging) Procedures of the Abdomen
  Max_Codes_per_Day 6 0.0234 Summary statistic (Maximum number of codes in any day)
  Range_Codes_per_Day 6 0.0233 Summary statistic (Range of codes across days)
Top Medication factors 283838 1 0.0619 Darbepoetin Alfa
  28889 1 0.0247 Loratadine
  Range_Codes_per_Day 5 0.0023 Summary statistic (Ranges of codes across days)
  Max_Codes_per_Day 5 0.0023 Summary statistic (Maximum number of codes in any day)
  Code_Type_Count 6 0.0015 Summary statistic (Number of unique medication codes)
Top Encounter factors Hx Scan 19 0.2239 Number of scan encounters of all types
  Code_Day_Count 97 0.0284 Number of days any encounter code was assigned
  Outpatient 22 0.0228 Number of Outpatient encounters
  Var_Codes_per_Day 1 0.0074 Summary statistic (variance in number of codes assigned per day)
Top Demographic factors     
  1. Only factors that contributed to a drop in probability score are reported