Will Your Paper Get Hyped?

•

1 gefällt mir•269 views

Which papers get media attention? We develop a model that describes that factors that may impact if a paper gets media attention. Research team: Adela Fofiu, Anupama Aggarwal, Lara Minkus, Olga Zagovora, Milan Janosov Supervisor: Claudia Wagner

Daten & Analysen

Will Your Paper Get Hyped?
Adela Fofiu
Anupama Aggarwal
Lara Minkus
Olga Zagovora
Milan Janosov
Mentor: Claudia Wagner

What Matters for Media Attention?
Content Author Trendiness

Features of the Data (45k PNAS papers)
Paper
#citation
#wikipedia
#socialmedia
Main field
Field diversity
Author
Affiliation
@rank
Country
@GDP on edu
Collaboration net
@PageRank
Interdisciplinarity
Title
Length
#char, #words, #:
Polarity
Subjectivity
Topics

Whom Should You Publish with?
h-index: 95 h-index: 1 h-index: 0

Click to add Title – but what??
What Matters?
Catchy phrases
Short titles
:

Feature Altmetric score Std err
Educational GDP 0,075 (0,069)
Citations -0,001 (0,004)
Length of Title (# words) -0,561** (0,191)
Author Diversity 1,405 (5,321)
Title Polarity 7,569 (5,464)
Title Subjectivity 4,289 (2,876)
Title Chunks “:” 11,763* (4,420)
PageRank of First Author 114223 (133699)
PageRank of Last Author -185751* (66869)
Ivy League (=1) 0,752 (1,823)
Year 5,398*** (0,246)
Constant -575,371*** (29,320)
Observations 10568
R2 0,10

News Twitter Wikipedia Facebook
Educational GDP 0,012 0,037 0,000 0,004
Citations -0,000 0,000 0,000 0,000
Length of Title (# words) -0,051*** -0,538*** -0,011** -0,032***
Author Diversity 0,166 -3,190 0,083 -0,218
Title Polarity 0,423 6,904* -0,035 0,347
Title Subjectivity 0,320 2,551 0,100 0,180
Title Chunks “:” 0,727* 8,873*** 0,065 0,345
PageRank of First Author 10648,523 43670,165 2084,469 3177,752
PageRank of Last Author -18126,027*** -115311,310*** -564,065 -9473,254**
Year 0,439*** 2,411*** -0,025*** 0,155***
Ivy league (=1) -0,124 0,892 -0,027 -0,076
Constant -46,425*** -255,158*** 2,947*** -16,085***
Observations 10568 10568 10568 10568
R2 0,06 0,04 0,01 0,02

Future Steps
●
WiFi
●
Get a complete dataset (WoS)
●
Comparing citation and e.g. retweet networks
●
Mechanistic model
The Formula for Media Attention

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SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...

Elaine Werffeli

Digital advertising, or paid media, encompasses the strategic deployment of online advertisements to reach target audiences efficiently and effectively. This includes any digital platform that supports advertising to deliver unique messages for any objective. Understanding the mechanics of digital advertising platforms, along with insights into audience behaviors and preferences, allows marketers to optimize their ad spend and achieve significant engagement and conversion rates. This lecture is for Advanced Digital & Social Media Strategy (MGMTX 466.05) at UCLA Extension.

Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...

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