Table 4 Percentage of stylometric features from the sets of the most important model features for each sub-domain
From: Improving medical experts’ efficiency of misinformation detection: an exploratory study
Category | LIWC | NER | POS | DEP | Sent | Lexical |
|---|---|---|---|---|---|---|
TF-IDF | ||||||
statins | 5.3% | 0.0% | 0.5% | 0.5% | 0.5% | 93.2% |
vaccines | 2.8% | 0.7% | 0.7% | 1.4% | 0.0% | 94.4% |
psychiatry | 4.3% | 0.0% | 0.0% | 0.0% | 0.0% | 95.7% |
allergy testing | 8.2% | 0.0% | 0.0% | 0.0% | 0.0% | 91.9% |
antioxidants | 14.7% | 0.0% | 0.0% | 0.0% | 0.0% | 85.3% |
steroids for kids | 12.3% | 0.0% | 0.0% | 0.0% | 0.0% | 87.7% |
children antibiotics | 3.1% | 0.0% | 0.0% | 0.0% | 0.0% | 96.9% |
diet and autism | 5.5% | 0.0% | 0.0% | 0.0% | 0.0% | 94.5% |
heart supplements | 12.0% | 2.0% | 0.0% | 0.0% | 0.0% | 86.0% |
cc vs. nb | 3.9% | 0.0% | 0.0% | 0.0% | 0.0% | 96.1% |
BioBERT | ||||||
statins | 12.1% | 3.2% | 3.2% | 4.2% | 0.5% | 76.8% |
vaccines | 13.9% | 2.9% | 2.9% | 10.0% | 0.7% | 69.7% |
psychiatry | 10.7% | 0.0% | 2.9% | 3.6% | 0.0% | 82.9% |
allergy testing | 10.4% | 3.00% | 2.2% | 4.4% | 0.0% | 80.0% |
antioxidants | 14.7% | 1.4% | 0.0% | 0.0% | 0.0% | 84.0% |
steroids for kids | 21.5% | 0.0% | 2.8% | 8.3% | 0.0% | 67.4% |
children antibiotics | 13.9% | 3.1% | 3.1% | 10.8% | 0.0% | 69.2% |
diet and autism | 14.6% | 1.8% | 1.8% | 5.5% | 0.0% | 76.36% |
heart supplements | 22.0% | 8.0% | 2.0% | 16.0% | 2.0% | 50.0% |
cc vs. nb | 22.0% | 0.0% | 2.0% | 14.0% | 4.0% | 58.0% |