Table 4.
Probability Calculations for Organic Detection in Icy Moon Samples with Varying True Positive Rates and True Negative Rates and Different Associated Positive Likelihood Ratios
| ← Method with increasing TPR, TNR, and LHRs | ||||||
|---|---|---|---|---|---|---|
| Organic compounds | ||||||
| True positive rate = true positives/(true positives + false negatives) | 0.99 | 0.95 | 0.90 | 0.75 | 0.60 | 0.50 |
| True negative rate = true negatives/(true negatives + false positives) | 0.99 | 0.95 | 0.90 | 0.75 | 0.60 | 0.50 |
| Positive likelihood ratio = true positive rate/(1 − true negative rate) | 99.0 | 19.00 | 9.00 | 3.00 | 1.50 | 1.00 |
| Premeasurement probability (fraction of particles with the analyte) | 0.25 | 0.25 | 0.25 | 0.25 | 0.25 | 0.25 |
| Premeasurement odds = probability/(1 – probability) | 0.33 | 0.33 | 0.33 | 0.33 | 0.33 | 0.33 |
| Postmeasurement odds = premeasurement odds × likelihood ratio | 33.0 | 6.33 | 3.00 | 1.00 | 0.50 | 0.33 |
| Postmeasurement probability = odds/(1 + odds) | 0.97 | 0.86 | 0.75 | 0.50 | 0.33 | 0.25 |
| Postmeasurement probability (%) | 97 | 86 | 75 | 50 | 33 | 25 |
| Complex >200 amu organic matter | ||||||
| True positive rate = true positives/(true positives + false negatives) | 0.99 | 0.95 | 0.90 | 0.75 | 0.60 | 0.50 |
| True negative rate = true negatives/(true negatives + false positives) | 0.99 | 0.95 | 0.90 | 0.75 | 0.60 | 0.50 |
| Positive likelihood ratio = true positive rate/(1 − true negative rate) | 99.0 | 19.0 | 9.00 | 3.00 | 1.50 | 1.00 |
| Premeasurement probability (fraction of particles with the analyte) | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 |
| Premeasurement odds = probability/(1 − probability) | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 |
| Postmeasurement odds = premeasurement odds × likelihood ratio | 3.06 | 0.59 | 0.28 | 0.09 | 0.05 | 0.03 |
| Postmeasurement probability = odds/(1 + odds) | 0.75 | 0.37 | 0.22 | 0.08 | 0.04 | 0.03 |
| Postmeasurement probability (%) | 75 | 37 | 22 | 8 | 4 | 3 |
Single measurements are likely in the icy moon environment; so very high positive likelihood ratios will provide the best certainty of detection.
LHR = likelihood ratio; TNR = true negative ratio; TPR = true positive ratio.