Scenario 1. Query with specificity of 99.99% is insufficient for a database of 16 million records. | ||||
---|---|---|---|---|
 |  | The truth |  | |
 |  | relevant records | irrelevant records |  |
search engine | records returned to user | 495 | 1,600 | 2,095 |
 | records eliminated | 5 | 15,997,900 |  |
 |  | 500 | 15,999,500 | 16,000,000 |
odds ratio | 1,000,000.00 | Â | Â | Â |
Specificity | 99.99% | Â | Â | Â |
sensitivity (recall) | 99.01% | Â | Â | Â |
Precision | 23.63% | Â | Â | Â |
Scenario 2. The price for a very high specificity: Missing a large number of relevant records. | ||||
 |  | The truth |  | |
 |  | relevant records | irrelevant records |  |
search engine | records returned to user | 250 | 16 | 266 |
 | records eliminated | 250 | 15,999,484 |  |
 |  | 500 | 15,999,500 | 16,000,000 |
odds ratio | 1,000,000.00 | Â | Â | Â |
Specificity | 99.9999% | Â | Â | Â |
sensitivity (recall) | 50.00% | Â | Â | Â |
Precision | 93.99% | Â | Â | Â |