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Overview of two types of baseline machine learning models compared in this study as well as our model weakly supervised model.
| Model | Target Label | Learning Type | Ordered Classes | Scaled Classes |
|---|---|---|---|---|
| Multi-class Logistic Regression | Pathogenicity Class | Classification | ✘ | ✘ |
| Cumulative Logit Model | Pathogenicity Class | Classification | ✔ | ✘ |
| Weakly Supervised Regression | Pathogenicity Probability | Regression | ✔ | ✔ |
