This is only for Diverticulosis currently. The false positives were mostly for failure to recognize negation signals. There was one Meckels diverticulum which was not excluded in the initial run.
Our algorithm was slightly modified: we found non-negated UMLS CUIs from abd/pelvic CT scans and colonoscopy reports. The NLP system used was KnowledgeMap + SecTag.
Diverticulosis concepts
CUI CUI-Preferred Name
------------------------------
1395668 abscess; diverticular disease
581360 Bleeding diverticulosis
1516321 Cecal Diverticulum
1391744 cecum; diverticulum
742593 COLON DIVERTICULOSIS DIFFUSE
12811 Colon diverticulum anatomic structure
742577 COLON LEFT DIVERTICULOSIS
341356 Complicated diverticular disease
12819 Diverticular disease of colon
1510475 Diverticulosis
149653 Diverticulosis of colon without diverticulitis
12818 Diverticulosis of sigmoid colon
12817 diverticulum
1395692 diverticulum; abscess
940686 Few colonic diverticula
940687 Multiple colonic diverticula
1265782 Multiple diverticula
341257 Perforated diverticulum unspecified
854524 Peridiverticular abscess
1395716 rectosigmoid; diverticulum
521211 Resection of diverticulum
1395719 sigmoid; diverticulum
400837 Simple diverticular disease
1265781 Single diverticulum
Diverticulitis concepts (which also indicated presence of diverticulosis):
518989 Acute diverticulitis
859969 Chronic diverticulitis
742576 COLON LEFT DIVERTICULITIS
581275 Colonic diverticular abscess
12813 Diverticulitis
12814 Diverticulitis of colon
679411 diverticulitis or diverticulosis
1395644 diverticulitis with abscess
947869 Diverticulum inflammations
544794 Perforated diverticulitis
| Cases (0) | Actual Class (Expectation) | |
|
Predicted Class (Observation) |
True Positive: 44.00 |
False Positive: 6.00 |
|
Case Positive Predictive Value:
88%
|
||