Table 5 Classification outputs
From: Deep learning for pollen allergy surveillance from twitter in Australia
ID | Prob. | Example* | Implication** | Class |
|---|---|---|---|---|
1 | 0.995 | I look like I just cried, but really it’s a hay fever | watery eyes | Informative - symptom |
1 | 0.588 | I’m getting hayfever sob no thank you | watery eyes | Informative - symptom |
1 | 0.993 | Tears and snot are streaming down my face at the moment #hayfever | watery eyes, runny nose | Informative - symptom |
1 | 0.996 | My hay fever is in overdrive today. Can’t stop sniffing | runny nose | Informative - symptom |
1 | 0.999 | @username I have an awful hay fever. Bad smells do not affect me during pollen season | congested nose | Informative - symptom |
1 | 0.503 | @username A really bad dose of hayfever that kept me up all last night. Not even herbal tea could help. Hopefully, it’ll ease down soon… | sleep disturbance | Informative - symptom |
1 | 0.994 | Thank hay fever in Melbourne today for me being awake at 4am. Existence is a real pain | sleep disturbance | Informative - symptom |
1 | 0.660 | me tries to sleep, me starts suffering from hayfever | sleep disturbance | Informative - symptom |
1 | 0.989 | i had hayfever for a week now and my lips have been getting dried up easilly so i have to lip it moist it | new symptom | Informative - symptom |
1 | 0.857 | Hayfever decided to turn more into cough and made me lose my voice a bit... | new symptom | Informative - symptom |
1 | 0.999 | Time to stock up on antihistamine as hay fever season fast approaching | treatment (generic) | Informative - treatment |
1 | 0.727 | @username Can’t wait for the spring, just have to remember to use my hay fever spray! | treatment (generic) | Informative - treatment |
1 | 0.999 | With Sudafed and plenty of water I have made it through the presention today! Hay fever won’t beat me anymore! | treatment (specific) | Informative - treatment |
1 | 0.999 | Too bad Loratadine is not helping with hay fever today. | treatment (specific) | Informative - treatment |
3 | 0.947 | EXCLUSIVE: @username shares his tips to alleviate watery eyes, an itchy or dribbling nose and constant coughing caused by hay fever. | watery eyes, itchy nose | Non-Informative - news |
3 | 0.999 | A study led by Prof Robyn O’Hehir has found a tablet used to treat chronic #hayfever could protect sufferers from future thunderstorm asthma events #immunotherapy | treatment (generic) | Non-Informative - news |
3 | 0.999 | Is TCM really better than Western medicine to help with hay fever? Chinese researchers think so. @username reports. #TCM #hayfever #medicine #Western #treatment | treatment (generic) | Non-Informative - news |
3 | 0.999 | A useful @username article speaking about the use of antihistamines in allergic rhinitis known as hay fever. it also inc. evidence of isotonic nasal salines that help to alleviate the antihistamine reliance, reduce symptoms and improve quality of life. | treatment (generic) | Non-Informative - marketing |
3 | 0.999 | New article about makeup tips for hayfever sufferers to conceal a red nose and itchy eyes has been posted on Daily Celeb Pics | new symptom, itchy eyes | Non-Informative - marketing |
4 | 0.821 | @username Tearing up or as Mr. Bart would say, "I’ve got a little bit of Hay fever". | watery eyes | Non-Informative - unrelated |
4 | 0.873 | I can sound like an echo of what has been written already: I’m really sorry you had to endure all of this, hope all the vacant passengers get nasty hayfever or even worse, also hope you get support if needed! | generic | Non-Informative - ambiguous |