The widespread uptake of digital platforms–from YouTube and Instagram to Twitch and TikTok–is reconfiguring cultural production in profound, complex, and highly uneven ways …
T Gillespie - Social Media+ Society, 2022 - journals.sagepub.com
Public debate about content moderation has overwhelmingly focused on removal: social media platforms deleting content and suspending users, or opting not to do so. However …
Whose labels should a machine learning (ML) algorithm learn to emulate? For ML tasks ranging from online comment toxicity to misinformation detection to medical diagnosis …
Understanding the landscape of potential harms from algorithmic systems enables practitioners to better anticipate consequences of the systems they build. It also supports the …
BE Duffy, C Meisner - Media, Culture & Society, 2023 - journals.sagepub.com
While champions of the “new” creative economy consistently hype the career possibilities furnished by YouTube, Instagram, TikTok, and the like, critics have cast a spotlight on the …
HA Rahman - Administrative Science Quarterly, 2021 - journals.sagepub.com
Existing research has shown that people experience third-party evaluations as a form of control because they try to align their behavior with evaluations' criteria to secure more …
While metrics have long played an important, albeit fraught, role in the media and cultural industries, quantified indices of online visibility—likes, favorites, subscribers, and shares …
Machine learning classifiers for human-facing tasks such as comment toxicity and misinformation often score highly on metrics such as ROC AUC but are received poorly in …
D Hesmondhalgh - New Media & Society, 2021 - journals.sagepub.com
Great controversy has surrounded the growth of the music streaming services that are now central to the music industries internationally. One important set of criticisms concerns the …