From: Deep learning for pollen allergy surveillance from twitter in Australia
No | Example | Prediction | Prob. | Actual |
---|---|---|---|---|
P 1 | With this hay fever making me feel like I don’t have enough air in my lungs I hope this helps;-) | 2 Informative - generic | 0.509 | 1 Informative - symptom |
 | Explanation: Rare expression of the symptom, referring to breathing difficulty, and negation ocurrence. Still, the low predictive probability obtained. |  |  |  |
P 2 | How can I be awake with hay fever at 2am?! | 2 Informative - generic | 0.543 | 1 Informative - symptom |
 | Explanation: Short length and expressiveness indicators (’?!’) typical for generic class 2. Still, the low predictive probability obtained. |  |  |  |
P 3 | @username Same!!! Grass gives me bad rashes and hay fever as well as pollen and it sucksss | 2 Informative - generic | 0.993 | 1 Informative - symptom |
 | Explanation: Repeated characters for added emphasis and expressiveness (’!!!’) typical for generic class 2. New and rare symptom occurred. |  |  |  |
P 4 | Dubliner Goran Pavlovic claims started stinging himself with nettles and his hay fever symptoms started to disappear, if suffered would give it a try | 1 Informative - treatment | 0.527 | 3 Non-Informative - news |
 | Explanation: Identified as treatment. The news content is paraphrased by the user, thus classified as personal. Still, the low predictive probability obtained. |  |  |  |
P 5 | Could be a dangerous day tomorrow for asthmatic and hay fever sufferers. If we were in summer and not winter we would be looking at a severe fire danger. Those are warm winds. | 2 Informative - generic | 0.863 | 3 Non-Informative - warning |
 | Explanation: Warning content paraphrased by the user - no typical ’warning’/’be careful’ phrase identified. |  |  |  |