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Content Moderation Academic Research


Journals Journal of Online Trust and Safety: a no fee, fast peer review, and open access journal. Authors may submit letters of inquiry to assess whether their manuscript is a good fit. Priority areas for the journal include: child exploitation and non-co

Table of Contents


Journals


  • Journal of Online Trust and Safety: a no fee, fast peer review, and open access journal. Authors may submit letters of inquiry to assess whether their manuscript is a good fit. Priority areas for the journal include: child exploitation and non-consensual intimate imagery, suicide and self-harm, incitement and terrorism, hate speech and harassment, spam and fraud, misinformation and disinformation.


Reference Libraries



Selected Research


Trust & Safety Teaching Consortium Reading List: reading list and associated slide decks, recorded lectures, and exercises

Behavior Change in Response to Subreddit Bans and External Events: As more people flock to social media to connect with others and form virtual communities, it is important to research how members of these groups interact to understand human behavior on the Web. In response to an increase in hate speech, harassment, and other antisocial behaviors, many social media companies have implemented different content and user moderation policies. On Reddit, for example, communities, i.e., subreddits, are occasionally banned for violating these policies. We study the effect of these regulatory actions as well as when a community experiences a significant external event such as a political election or a market crash.

Deplatforming: Following extreme Internet celebrities to Telegram and alternative social media: Extreme, anti-establishment actors are being characterized increasingly as ‘dangerous individuals’ by the social media platforms that once aided in making them into ‘Internet celebrities’. These individuals (and sometimes groups) are being ‘deplatformed’ by the leading social media companies such as Facebook, Instagram, Twitter and YouTube for such offences as ‘organised hate’. Deplatforming has prompted debate about ‘liberal big tech’ silencing free speech and taking on the role of editors, but also about the questions of whether it is effective and for whom. The research reported here follows certain of these Internet celebrities to Telegram as well as to a larger alternative social media ecology.

Disproportionate Removals and Differing Content Moderation Experiences for Conservative, Transgender, and Black Social Media Users: Marginalization and Moderation Gray Areas: Social media sites use content moderation to attempt to cultivate safe spaces with accurate information for their users. However, content moderation decisions may not be applied equally for all types of users, and may lead to disproportionate censorship related to people’s genders, races, or political orientations. We conducted a mixed methods study involving qualitative and quantitative analysis of survey data to understand which types of social media users have content and accounts removed more frequently than others, what types of content and accounts are removed, and how content removed may differ between groups.

Gamergate and The Fappening: How Reddit’s algorithm, governance, and culture support toxic technocultures: This article considers how the social-news and community site Reddit.com has become a hub for anti-feminist activism. Examining two recent cases of what are defined as “toxic technocultures” (#Gamergate and The Fappening), this work describes how Reddit’s design, algorithm, and platform politics implicitly support these kinds of cultures. In particular, this piece focuses on the ways in which Reddit’s karma point system, aggregation of material across subreddits, ease of subreddit and user account creation, governance structure, and policies around offensive content serve to provide fertile ground for anti-feminist and misogynistic activism.

Modular Politics: Toward a Governance Layer for Online Communities: Governance in online communities is an increasingly high-stakes challenge, and yet many basic features of offline governance legacies-juries, political parties, term limits, and formal debates, to name a few-are not in the feature-sets of the software most community platforms use. Drawing on the paradigm of Institutional Analysis and Development, this paper proposes a strategy for addressing this lapse by specifying basic features of a generalizable paradigm for online governance called Modular Politics.

The Digital Covenant: Non-Centralized Platform Governance on the Mastodon Social Network: The majority of scholarship on platform governance focuses on for-profit, corporate social media with highly centralized network structures. Instead, we show how non-centralized platform governance functions in the Mastodon social network. Through an analysis of survey data, Github and Discourse developer discussions, Mastodon Codes of Conduct, and participant observations, we argue Mastodon’s platform governance is an exemplar of the covenant, a key concept from federalist political theory.

Volunteer Work: Mapping the Future of Moderation Research: Research on the governance of online communities often requires exchanges and interactions between researchers and moderators. While a growing body of work has studied commercial content moderation in the context of platform governance and policy enforcement, only a small number of studies have begun to explore the work of unpaid, volunteer community moderators who manage the millions of different subcommunities that exist on platforms.

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Primordial Black Holes: Early Universe Dark Matter?

Read More: astronex.net/primordial-black-…

#space #astronomy #NASA #science #solarsystem #astro #nature #mars #esa #spacex #planets #spaceexploration

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Italia fa scuola in lotta a obesità, verso alleanza con 11 Paesi - Sanità - Ansa.it
https://www.ansa.it/canale_saluteebenessere/notizie/sanita/2025/10/30/italia-fa-scuola-in-lotta-a-obesita-verso-alleanza-con-11-paesi_6ab37d07-d3f3-4c7c-8c98-7185e0609f8f.html?utm_source=flipboard&utm_medium=activitypub

Pubblicato su Salute e Benessere @salute-e-benessere-AgenziaAnsa




Italia fa scuola in lotta a obesità, verso alleanza con 11 Paesi - Medicina - Ansa.it
https://www.ansa.it/canale_saluteebenessere/notizie/medicina/2025/10/30/italia-fa-scuola-in-lotta-a-obesita-verso-alleanza-con-11-paesi_993e11d8-30af-4f8a-94c4-076330255973.html?utm_source=flipboard&utm_medium=activitypub

Pubblicato su Salute e Benessere @salute-e-benessere-AgenziaAnsa



Centre Sanaaq
📘 Bienvenue dans la bibliothèque de l’avenir
lapresse.ca/arts/litterature/2…
#Montréal #bibliothèque #Sanaaq #Inuit #chinois #perse #littérature #livre #culture #Autochtones #exposition #média


So Dear photographer on masotodon, i have a question, there is a number of picture that always change their date to when i upload them or even move them.

I tried to modify their metadata but they won't comply.

on the other hand some are always righ on date and time even when i move them or upload them somwhere else.

Any idea why ? (so i can properly fix the one that always change)

if you don't know boost please

thanks

@jerry #photography #exif #photo #management



lets have a halloween themed phishing campaign and call it click or delete. :pumpkind:

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Nach 132 Toten in Rio de Janeiro: Lula will Drogen und Gewalt entschlossen bekämpfen de.rt.com/amerika/260333-lula-… Der tödliche Polizeieinsatz in Rio de Janeiro hat Brasiliens Präsident Lula da Silva in Erklärungsnot gebracht. Nach dem Tod von 132 Menschen führte der Politiker eine Sondersitzung der Regierung durch. Dabei zeigte er sich entschlossen, die Drogenkriminalität zu bekämpfen. #news #press



Ray marching is a common approach to GPU-accelerated volume rendering, but gives biased transmittance estimates. My new #SIGGRAPHAsia paper (+code) proposes an amazingly simple formula to eliminate this bias almost completely without using more samples.
momentsingraphics.de/SiggraphA…

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Today is Pungenday, the 11th day of The Aftermath in the YOLD 3191

Our Discordian #Tarot Reading:

True : Onomatopoeia of Prickles - A moment of thud

False : The Big Bang - Eristic Creation

Meaningless : Cow of Prickles - Someone in the midst of, but not affected by Touch, Earth, Conformity

Seek : 4 of Pungents - Excess of Smell, Aether, Intensity

Avoid : Apostle of Oranges - Someone who embodies Sight, Fire, Bizarreness

get a private reading at dh.elsewhere.org/ddeck/



Trump's Nuclear Testing Post Doesn't Mean Immediate Start of Exercises - STRATCOM Nominee sputnikglobe.com/20251030/trum… WASHINGTON (Sputnik) - Donald Trump's statement about the resumption of nuclear testing was not necessarily about starting tests, as it referred to testing on an "equal basis," and neither China nor Russia has conducted nuclear tests, Vice Admiral Richard Correll,


Portrait of a Boy, called The Young Son of Admiral van Nes (The Admiral's Son), François Verwilt, 1669

oil on canvas, h 114cm × w 92.5cm × d 8cm
rijksmuseum.nl/en/collection/S…
#rijksmuseum #musea #collection #art #mastodonart #mastoart #random



#News #World Frustration is what we all feel i would dare to guess, to see that none manages not only to stop but arrest Political criminals, like #Putin #Bibi #Rapist47 and sadly many more.
But for #Europe perhaps this means voters will get ride of #Fascist governments.


Zara, who did nothing wrong, does not care that blueberries are like a dollar apiece now

#DogsOfMastodon



Updated CPU core frequencies for all current Apple silicon Macs


How operating frequencies of CPU cores used by the latest base M5 chip compare with those from previous families in the M series, and what that means. Complete with updated tables for all current chips.



Dänemark verabschiedet sich überraschend von Plänen für die Chatkontrolle

Überraschende Wende: die Ratspräsidentschaft hat ihre Pläne begraben, WhatsApp & Co. zur Suche nach Missbrauchsdarstellungen zu verpflichten

heise.de/news/Daenemark-verabs…

#Chatkontrolle #Datenschutz #EU #Netzpolitik #WhatsApp #news




Exactly. Some people scoffed that Pritzker even raised this. But now Noem is on record, which looks awful AND ALSO may help win legal cases.
RE: bsky.app/profile/did:plc:2amnk…


Lernu pri Esperanto – ricevu 6 ECTS 📝

8 Eŭropaj universitatoj invitas studentojn el la tuta Eŭropo aliĝi al programo BIP-Erasmus+ (Blended Intensive Programme) pri Esperanto – “Esperanto as an interdisciplinary field of transnational innovation”.
tejo.org/lernu-pri-esperanto-r…

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rainbow.report/measurement-sci… DIRT WIZARD WROTE A THING!


Hab ich nicht irgendwo gelesen oder gehört, dass das neue Outlook nun IMAP Konten über die MS Cloud abholen lässt und dann erst den Client weiter leitet..

Vielleicht sogar hier auf Mastadon..

Merk ich gerade selbst, dass es mich ganz unterschwelig die ganze Zeit aufregt und ich mich immer wieder (innerlich) Kopfschüttelnd darüber empöre..

So damit ichs wieder loswerde, ganz bewusst ins #Fediverse geplärt:

Drecks #M$, was erlauben die sich schon wieder!

in reply to Deliri

vielleicht hier:


FYI: Wenn ihr in „New Outlook“ IMAP-Konten einrichtet, dann bezieht Euer Maliprogramm die Mails nicht vom Mailserver, sondern nimmt Kontakt mit der Microsoft-Cloud auf, die dann die E-Mails vom Server holt und Euch übermittelt.

Das heißt, neben dem Fakt, dass das Passwort dann bei Microsoft ist, auch, dass alle E-Mails über amerikanische Server gehen. Und was das rechtlich alles heißt, will ich im Detail gar nicht wissen.




@w7voa

2 min

Pulitzer stuff. I don’t understand why you never give these people recognition. 💩

youtu.be/Rf8ywX3MYXE



La Casa nella Prateria, così è finito il sogno

🛑L’annuncio che ha fatto piangere Laura 👉

#boomerissimo #michaellandon #melissagilbert #lacasanellaprateria #serietv

boomerissimo.it/2024/04/10/la-…

AL.FA reshared this.

in reply to Boomerissimo.it

Una serie che mi è sempre stata sulle palle, sin da bambino. Soprattutto quando nel palinsesto andava a sostituire A-team o altre serie d'azione di quegli anni. Ancor più adesso che la propinano h24.
in reply to Gazzetta del Cadavere

@gazzettadelcadavere ahahahahah!!! La "Prateria" è così... o la si ama o la si odia. I più la odiano, ma quelli che la amano sono abbastanza per fare di questo show, credo, l'unico che è costantamente in onda dall'anno in cui è uscito per la prima volta
in reply to Boomerissimo.it

già, con le dovute proporzioni fu un fenomeno tv come Beautiful o anche il Maurizio Costanzo show in Italia


BAROCCHIO SQUAT, domenica 2 novembre alle ore 17:30 CET DOMENICA 2 NOVEMBRE 2025 - DALLE 17 e 30 IN POI - ore 17 e 30: PRESENTAZIONE della PRIMA autoproduzione FENIX de [em]L'UNICO E LA SUA PROPRIET[/em]À di Max Stirner con il filosofo Nevio Gallina - d
Nov 2
33 ANNI DI OCCUPAZIONE BAROCCHIO SQUAT - domenica 2 novembre 2025 - presentazione de L'UNICO e la sua proprietà di Max Stirner in AUTOPRODUZIONI FENIX - distro Fenix - pizza BELLAVITA - CONCERTI
Dom 17:30
Gancio

DOMENICA 2 NOVEMBRE 2025 - DALLE 17 e 30 IN POI -

ore 17 e 30: PRESENTAZIONE della PRIMA autoproduzione FENIX de L'UNICO E LA SUA PROPRIETÀ di Max Stirner con il filosofo Nevio Gallina - distro Fenix -

ore 21: pizza Bellavita

ore 22 e 30: CONCERTI GRIND THE POWER FEST 2



blah blah court date
blah blah alibi
blah blah cabin in the woods
blah blah lay low for a while
blah blah pork n' beans
blah blah vw westfalia


I’m exploring features for navigating and reading large threads. A “large thread” is a thread with more than 250 replies. I personally can’t easily consume all of that, and quite a number of replies are uninformative in any case (they are simple statements of agreement or dismissal).

Some things I’m trying:

  • Highlighting replies by the original poster—the assumption is that, if I'm interested in the thread, I'm interested in what the original poster had to add.
  • Highlighting replies with a larger than average number of replies, in turn—the assumption being, they must have added something meaningful to the thread.
  • Maybe longer replies are more interesting? Highlight them?

By way of replies to this post, I am definitely interested in others' thoughts on good heuristics.

#ktistec



DJ: party people make some noise!

party people: *loud*

me: rand()

in reply to Leonard Ritter

me: "Quickly, how many milliseconds since January 1st 1970!!?"
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Welp
#snap
#snap
Questa voce è stata modificata (5 giorni fa)
in reply to rdfrkian

The image shows a close-up of a digital display on what appears to be a mobile device or point-of-sale system. The background is a light grey color. Centered on the display is the text "SNAP," in a large, bold, black font. Below "SNAP," there is a line of text stating "Pending Transactions." Further down, the display shows "3.2" in large font, followed by the currency symbol "$". The image is sharply focused, and the text is easily readable against the light background.

Provided by @altbot, generated privately and locally using Gemma3:12b

🌱 Energy used: 0.384 Wh



#Mastodon Depuis mon ordiphone #Murena le serveur est injoignable, je ne peux pas me connecter à Masto... Que passa ?


Crypto founders are getting very rich, very fast—again
https://fortune.com/crypto/2025/10/30/crypto-founders-are-getting-very-rich-very-fast-again/?utm_source=flipboard&utm_medium=activitypub

Posted into Technology @technology-thenewsdesk



Ukrainian intelligence briefs Zelenskyy on impact of new sanctions on Russia pravda.com.ua/eng/news/2025/10…



Zuckerberg ha spiegato che l’obiettivo è ampliare enormemente la quantità di contenuti presenti nei sistemi di raccomandazione di #Meta, sfruttando la capacità dell’intelligenza artificiale di creare e remixare immagini, testi e video. Questo significa che, nei prossimi mesi, gli utenti vedranno crescere in modo significativo la presenza di post generati dall’AI nei loro feed, frutto di un’integrazione più profonda tra algoritmi e creatività digitale.🤦‍♂️

leganerd.com/2025/10/30/meta-i…

#meta

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in reply to 𝕊𝕟𝕠𝕨

### 🌍 Teniamoci stretto il nostro Fediverso

Non importa se siamo pochi, o se “qualcuno” vuole far passare come integrazione l’accettazione di Threads (quindi Meta) e Bluesky, “per avere un social più vivo”… dicono.

Ma ricordiamoci che non sarebbe una rinascita: sarebbe solo l’inizio della fine.
Queste piattaforme non vogliono unirsi per condividere valori, ma per adottare la vecchia politica dell’E.E.E. — Abbraccia, Estendi, Estingui.
👉 Wikipedia: Abbraccia, estendi ed estingui

Nel Fediverso, invece, non siamo “contenuti”, siamo persone.
Abbiamo costruito qualcosa di raro: uno spazio libero, umano, lontano dai filtri e dagli algoritmi del profitto.

Teniamocelo stretto, curiamolo ogni giorno come un giardino. 🌱
Siamo l’ultima speranza per un Internet a misura d’uomo.
Non perdiamo questa speranza. 💫


in reply to 𝕊𝕟𝕠𝕨

Non è una novità, c'è sempre stata la AI ad animare i bot. Solo che ora la si fa passare per qualcosa di più ancora più grande, non potendo più nascondere l'evidenza.


I will not redesign my blog. I will not redesign my blog. I will not redesign my blog. I will not redesign my blog. I will not redesign my blog.