Toxicity Detection is NOT all you Need: Measuring the Gaps to Supporting Volunteer Content Moderators through a User-Centric Method

Y Cao, LF Domingo, S Gilbert, M Mazurek… - Proceedings of the …, 2024 - aclanthology.org
… on those tasks have truly addressed moderators’ needs in … , we surface gaps between
past research efforts that have … of content moderation and the needs of volunteer content mod…

Toxicity Detection is NOT all you Need: Measuring the Gaps to Supporting Volunteer Content Moderators

YT Cao, LF Domingo, SA Gilbert, M Mazurek… - arXiv preprint arXiv …, 2023 - arxiv.org
… truly address the needs that moderators have in accomplishing … we surface the gaps between
past research efforts that havecontent moderation task, and the needs of volunteer content

New directions in toxicity testing

D Krewski, M Westphal, M Al-Zoughool… - Annual Review of …, 2011 - annualreviews.org
volunteers or from biomonitoring studies in human populations. … involves the quantitative
measurement of toxicity at different … gap between in vivo animal models currently used in toxicity

Toxic ignorance and right-to-know in biomonitoring results communication: a survey of scientists and study participants

R Morello-Frosch, JG Brody, P Brown, RG Altman… - Environmental …, 2009 - Springer
… percent have undergone basic toxicity testing, and these do notWe also examined how
scientific uncertainty and data gaps … Burden Study, recruited nine volunteers, most of whom were …

Toxicity testing: strategies to determine needs and priorities

…, Steering Committee on Identification of Toxic… - 1984 - books.google.com
… of hours of the time of volunteer committee members, the staff, … with a standardized format,
content, and method of reporting … to develop testing methods and to fill in the gaps left by other …

Toxicity testing in the 21st century: a vision and a strategy

…, Staff of Committee on Toxicity Testing and … - Journal of Toxicology …, 2010 - Taylor & Francis
… Third, there are major gaps in current toxicity-testing … types of tests that support toxicity testing
and how toxicity, mechanistic … should be measured directly in the media used in the toxicity-…

Toxicity Detection is NOT all you Need: Measuring the Gaps to Supporting Volunteer Content Moderators

Y Trista Cao, LF Domingo, SA Gilbert… - arXiv e …, 2023 - ui.adsabs.harvard.edu
… truly address the needs that moderators have in accomplishing … we surface the gaps between
past research efforts that havecontent moderation task, and the needs of volunteer content

The current status of biomarkers for predicting toxicity

S Campion, J Aubrecht, K Boekelheide… - Expert opinion on …, 2013 - Taylor & Francis
detection of organ-specific toxicity through the identification … sperm mRNA transcript content,
finding: i) significantly different … from this review is the gap between the scientific work in the …

Today's challenges to de-risk and predict drug safety in human “mind-the-gap

RJ Weaver, JP Valentin - Toxicological Sciences, 2019 - academic.oup.com
… single endpoint measurements such as mitochondrial toxicity, … The failure to deliver assays
to detect idiosyncratic toxicities … of animal testing to ensure safety of human volunteers and …

Environmental justice in the age of big data: Challenging toxic blind spots of voice, speed, and expertise

A Mah - Environmental Sociology, 2017 - Taylor & Francis
… citizen science initiatives for volunteer watershed monitoring around fracking … This gap
highlights limitations in the degree of … the equipment or analytical skills to accurately measure and …