Table 2.
Top 10 features selected according to the recursive feature elimination approach for each gender model.
| Rank | Female model | Feature type | Male model | Feature type | Generic model | Feature type |
| 1 | First-person singular pronounsa | Grammatical and syntactical elements | First-person singular pronounsa | Grammatical and syntactical elements | First-person singular pronounsa | Grammatical and syntactical elements |
| 2 | Proportion of ANb-related tweetsa | Proportion of AN-related tweets (implies the use of AN-related vocabulary) | Proportion of AN-related tweetsa | Proportion of AN-related tweets (implies the use of AN-related vocabulary) | Proportion of AN-related tweetsa | Proportion of AN-related tweets (implies the use of AN-related vocabulary) |
| 3 | Work | Personal concerns | Anxiety | Affective processes and emotions | Sadnessa | Affective processes and emotions |
| 4 | Feeling | Affective processes and emotions | Sadnessa | Affective processes and emotions | Suicide risk factors: hatea | Suicide risk factors |
| 5 | Suicide risk factors: hatea | Suicide risk factors | Suicide risk factors: hatea | Suicide risk factors | Articles | Grammatical and syntactical elements |
| 6 | Sadnessa | Affective processes and emotions | Articles | Grammatical and syntactical elements | Biological processes | Biological processes and health |
| 7 | Exercise | Anorexia-related vocabulary | Disgust | Affective processes and emotions | Negative emotions | Affective processes and emotions |
| 8 | Biological processes | Biological processes and health | Food and meals | Anorexia-related vocabulary | Food and meals | Anorexia-related vocabulary |
| 9 | First-person pronouns (plural) | Grammatical and syntactical elements | Past | Grammatical and syntactical elements | Past | Grammatical and syntactical elements |
| 10 | Trust | Affective processes and emotions | Third-person pronouns (plural) | Grammatical and syntactical elements | Suicide risk factors: self-loathing | Suicide risk factors |
aFeatures that are relevant for both models.
bAN: anorexia nervosa.