Table 4 Prediction explanation generated on a random positive patient with high probability score
Patient MRN | XXXXXXX | Â | Â | Â |
|---|---|---|---|---|
Probability score | 0.946 | Â | Â | Â |
Factors | Code | Value | Influence | Description |
Top Diagnostic factors | V10.51 | 4 | 0.0051 | Personal history of malignant neoplasm of bladder |
| Â | V10.46 | 5 | 0.0019 | Personal history of malignant neoplasm of prostate |
| Â | 518.5 | 1 | 0.0012 | Pulmonary insufficiency following trauma and surgery |
| Â | 518.82 | 1 | 0.0008 | Other pulmonary insufficiency |
| Â | 88.75 | 1 | 0.0006 | Diagnostic ultrasound of urinary system |
Top Procedural factors | 88331 | 1 | 0.0017 | Pathology consultation during surgery with FS |
| Â | 75984 | 1 | 0.0014 | Transcatheter Diagnostic Radiology Procedure |
| Â | 72158 | 1 | 0.0013 | MRI and CT Scans of the Spine |
| Â | Code_Type_Count | 76 | 0.0011 | Summary statistic (count of all ICD/CPT codes) |
| Â | 76005 | 1 | 0.0007 | Fluroscopic guidance and localization of needle or catheter tip for spine |
Top Medication factors | Â | Â | Â | Â |
Top Encounter factors | Hx Scan | 21 | 0.0012 | Number of scan encounters of all types |
| Â | Inpatient | 60 | 0.0004 | Number of days patient was admitted |
| Â | Var_Codes_per_Day | 8 | 0.0002 | Summary statistic (variance in number of codes assigned per day) |
| Â | Code_Day_Count | 88 | 0.0001 | Number of days any encounter code was assigned |
Top Demographic factors | Age | 81 | 0.0010 | Age of patient in years at prediction time |