Table 5 Prediction explanation generated on a random false positive patient with high probability score
Patient MRN | YYYYYYY | Â | Â | Â |
|---|---|---|---|---|
Probability score | 0.909 | Â | Â | Â |
Factors | Code | Value | Influence | Description |
Top Diagnostic factors | 197.7 | 16 | 0.1299 | Malignant neoplasm of liver, secondary |
| Â | 154.1 | 3 | 0.1254 | Malignant neoplasm of rectum |
| Â | 287.5 | 1 | 0.0194 | Thrombocytopenia, unspecified |
| Â | 780.6 | 1 | 0.0171 | Fever and other physiologic disturbances of temperature regulation |
| Â | 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 |
| Â | Code_Type_Count | 20 | 0.0491 | Summary statistic (Number of unique ICD-9/CPT codes) |
| Â | 74160 | 1 | 0.0381 | Diagnostic Radiology (Diagnostic Imaging) Procedures of the Abdomen |
| Â | Max_Codes_per_Day | 6 | 0.0234 | Summary statistic (Maximum number of codes in any day) |
| Â | Range_Codes_per_Day | 6 | 0.0233 | Summary statistic (Range of codes across days) |
Top Medication factors | 283838 | 1 | 0.0619 | Darbepoetin Alfa |
| Â | 28889 | 1 | 0.0247 | Loratadine |
| Â | Range_Codes_per_Day | 5 | 0.0023 | Summary statistic (Ranges of codes across days) |
| Â | Max_Codes_per_Day | 5 | 0.0023 | Summary statistic (Maximum number of codes in any day) |
| Â | 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 |
| Â | Code_Day_Count | 97 | 0.0284 | Number of days any encounter code was assigned |
| Â | Outpatient | 22 | 0.0228 | Number of Outpatient encounters |
| Â | Var_Codes_per_Day | 1 | 0.0074 | Summary statistic (variance in number of codes assigned per day) |
Top Demographic factors | Â | Â | Â | Â |