2019
DOI: 10.1108/oir-05-2019-0143
|View full text |Cite
|
Sign up to set email alerts
|

“Less is more”

Abstract: Purpose This work studies automated user classification on Twitter in the public health domain, a task that is essential to many public health-related research works on social media but has not been addressed. The purpose of this paper is to obtain empirical knowledge on how to optimise the classifier performance on this task. Design/methodology/approach A sample of 3,100 Twitter users who tweeted about different health conditions were manually coded into six most common stakeholders. The authors propose new… Show more

Help me understand this report

Search citation statements

Order By: Relevance

Paper Sections

Select...
1
1

Citation Types

0
8
0

Year Published

2019
2019
2022
2022

Publication Types

Select...
6

Relationship

0
6

Authors

Journals

citations
Cited by 10 publications
(8 citation statements)
references
References 30 publications
0
8
0
Order By: Relevance
“…[91] The possibility to harness the anti-inflammatory effects of PPAR-γ agonists to treat several inflammatory skin conditions (eg psoriasis, atopic dermatitis, acne) has been examined before. [9,13,14,17] N-Acetyl-GED-0507-34-Levo that showed beneficial effects on the HF bulge cells also possesses anti-inflammatory…”
Section: -Levo Show Less Cd8+ T-cells and Mhc Class Ii+ Cells In Andmentioning
confidence: 99%
See 2 more Smart Citations
“…[91] The possibility to harness the anti-inflammatory effects of PPAR-γ agonists to treat several inflammatory skin conditions (eg psoriasis, atopic dermatitis, acne) has been examined before. [9,13,14,17] N-Acetyl-GED-0507-34-Levo that showed beneficial effects on the HF bulge cells also possesses anti-inflammatory…”
Section: -Levo Show Less Cd8+ T-cells and Mhc Class Ii+ Cells In Andmentioning
confidence: 99%
“…[39,[50][51][52] PPAR-γ-mediated signalling stimulates, for example, lipid synthesis in the epidermis, induces keratinocyte differentiation, enhances barrier homeostasis and promotes sebocyte differentiation in the sebaceous gland (SG). [53,54] Therefore, PPAR-γ agonists have been suggested as a treatment option for several skin conditions, including psoriasis, [17] acne vulgaris, [9] atopic dermatitis, [33] non-melanoma skin cancer, melanoma, vascular tumors, [55] scleroderma, [19] melasma [56] and lipodystrophy. [57]…”
mentioning
confidence: 99%
See 1 more Smart Citation
“…We acknowledge that this method is imperfect as it can lead to underidentification of scientists. We estimated 30%-50% underidentification through manual validation of our classification results on random samples ( Multimedia Appendix 2 [ 52 , 53 ]). Underidentification may result in an underestimation of the effect of scientists’ engagement.…”
Section: Methodsmentioning
confidence: 99%
“…Existing studies have used Web texts to predict [2][3][4] and monitor [5][6][7][8] public health emergencies. Typically, artificial intelligence (AI) is mainly used to monitor online information propagation rules, [9][10][11] and analyze the influencing factors of online Web texts and infectious disease transmission. [12][13][14] The occurrence of a major public health emergency breaks the public's original psychological balance, which results in a psychological abnormality.…”
mentioning
confidence: 99%