Content in Context
Content in Context
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The making of citizen librarian in progress
Curated by Jesse Soininen
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Real-Time News Curation: Twitter Organizes Its News Stream with a Crowdsourced Team of Human Curators

Real-Time News Curation: Twitter Organizes Its News Stream with a Crowdsourced Team of Human Curators | Content in Context | Scoop.it
Robin Good's curator insight, January 10, 1:45 PM


Something quite revolutionary happened the other day, when Twitter official announced with this article, that it had introduced a "human computation engine" to more effectively identify topics and context belonging to their trending news themes and to what people search on Twitter.


To achieve this, Twitter has hired a small custom team of crowdsourced workers from Amazon / Mechanical Turk, and it feeds them in real-time with trending issues and topic they have to analyze on the basis of a specific set of questions. Here is a sample:


"What category does the query belong to? For example, [Stanford] may typically be an education-related query, but perhaps there's a football game between Stanford and Berkeley at the moment, in which case the current search intent would be sports.


- Does the query refer to a person? If so, who? And, what is their Twitter handle if they have one? For example, the query [Happy Birthday Harry] may be trending, but it's hard to know beforehand which of the numerous celebrities named Harry it's referring to.


Is it One Direction's Harry Styles, in which case the searcher is likely to be interested in teen pop? Harry Potter, in which case the searcher is likely to be interested in fantasy novels? Or someone else entirely?"


The article provides wonderful insight into how such a challenging task is carried out, and what measures have been taken to ensure highest quality results.


Check also what ReadWrite writes about it: http://readwrite.com/2013/01/08/watch-out-cnn-new-twitter-search-capabilities-will-rule-breaking-news


Pretty revolutionary. Insightful. Informative. 9/10


Full story: http://engineering.twitter.com/2013/01/improving-twitter-search-with-real-time.html



Therese Torris's curator insight, January 11, 5:05 AM

Fascinating combination of algorithmic and human curation at Twitter, a must read

Semantic Society's comment, January 15, 9:15 PM
Therese, my habit is to go to google News first to find timely information, but now I find that I check to see what you're curating almost as often as I look at GN.
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The Next Phase of Social Business is the Collaborative Economy says Jeremiah Owyang of Altimeter

The Next Phase of Social Business is the Collaborative Economy says Jeremiah Owyang of Altimeter | Content in Context | Scoop.it
Jesse Soininen's insight:

The roles of economy as we know them now are slowly shifting. Ultimately the power of being co-creator (formerly known as the "customer") will have much lager effect than most of us are willing to anticipate now.

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The Semantic Sphere, Vol. 1

The Semantic Sphere, Vol. 1 | Content in Context | Scoop.it
THE SEMANTIC SPHERE 1 Computation, Cognition and the Information Economy. (Translated By Phyllis Aronoff and Howard Scott) New advances in digital media offer unprecedented memory capacities, an om...

Via Pierre Levy
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How to Create Content that is Meaningful, Provocative and Keeps them Coming Back

How to Create Content that is Meaningful, Provocative and Keeps them Coming Back | Content in Context | Scoop.it
The Internet is full of people sharing interesting things all day. From liking pictures on Facebook to retweeting cool articles, sharing is something everyone enjoys doing in one way or another. Yet receiving likes and retweets can seem impossible.

Via janlgordon, J-P De Clerck
janlgordon's comment, June 18, 3:01 PM
Anastasia M. Ashman Great to see you, so sorry I'm late in responding, sooooooo busy, hope you're doing well!!
janlgordon's comment, June 18, 3:01 PM
Anastasia M. Ashman Great to see you, so sorry I'm late in responding, sooooooo busy, hope you're doing well!!
Pushpa Kunasegaran's curator insight, June 18, 6:24 PM

So true!

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Social Networks : activities rather than people and contents

Social Networks : activities rather than people and contents | Content in Context | Scoop.it
Enteprise Social Networks should not be limited to content and people centric approaches. Activity centric ones lead to more tangible benefits.
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Group Intelligence, Enhancement, and Extended Minds

Group Intelligence, Enhancement, and Extended Minds | Content in Context | Scoop.it
Virtually all talk of cognitive enhancement focuses exclusively on the enhancement of individual intelligence. But what about enhancing group intelligence?

Via Howard Rheingold
Lia Goren's curator insight, June 1, 4:13 AM

Inteligencia del grupo, mejora y mentes amplidas (si hay mucho error de traducción, acepto el aviso).

La investigación a la que se refiere el post contradice la concepción intuitiva de que la inteligencia de las personas, cuando trabajan colaborativamente en un grupo, equivale a la adición del IQ de cada integrante del grupo. No es así. Fenómenos interesantes suceden cuando trabajamos en grupo.

Lia Goren's curator insight, June 1, 4:15 AM

Inteligencia del grupo, mejora y mentes amplidas (si hay mucho error de traducción, acepto el aviso).

La investigación a la que se refiere el post contradice la concepción intuitiva de que la inteligencia de las personas, cuando trabajan colaborativamente en un grupo, equivale a la adición del IQ de cada integrante del grupo. No es así. Fenómenos interesantes suceden cuando trabajamos en grupo.

Ivon Prefontaine's curator insight, June 1, 11:25 PM

One of the tags is ethical technology

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The Curator Job Is To Unpack Specialized Information To An Interested Audience

As the director of the Metropolitan Museum of Art in New York, Thomas P. Campbell thinks deeply about curating—not just selecting art objects, but placing them in a setting where the public can learn their stories.

Via Robin Good
Beth Kanter's curator insight, May 31, 3:41 PM

Thanks to Robin Good for finding this gem

Nancy White's curator insight, May 31, 3:50 PM

Many good ideas can be found here regarding what we need to teach students about curating digital content for learning.  The importance of story - and to really look at something (or read it!).  The importance of asking quesitons and seeking answers before adding it to your curated collection to determine if it is a good fit. There are many parallels to the world of digital curation.

JC Dichant's curator insight, June 3, 10:35 AM

vision globale intéressante

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Whatever next? Predictive brains, situated agents, and the future of cognitive science

Brains, it has recently been argued, are essentially prediction machines. They are bundles of cells that support perception and action by constantly attempting to match incoming sensory inputs with top-down expectations or predictions. This is achieved using a hierarchical generative model that aims to minimize prediction error within a bidirectional cascade of cortical processing. Such accounts offer a unifying model of perception and action, illuminate the functional role of attention, and may neatly capture the special contribution of cortical processing to adaptive success. This target article critically examines this “hierarchical prediction machine” approach, concluding that it offers the best clue yet to the shape of a unified science of mind and action.

 

Whatever next? Predictive brains, situated agents, and the future of cognitive science
Andy Clark

Behavioral and Brain Sciences / Volume 36 / Issue 03 / June 2013, pp 181-204

http://dx.doi.org/10.1017/S0140525X12000477


Via Complexity Digest
Harshal Hayatnagarkar's comment, May 22, 12:37 AM
Singularity is near !
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Beyond social: the rise of the emergent business

Beyond social: the rise of the emergent business | Content in Context | Scoop.it
I recently wrote that we need to move past the limitations and confusion associated with the characterization of the new direction that businesses are taking as “social.” Stowe Boyd, We...
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The Next Phase of Social Business is the Collaborative Economy | Web Strategy by Jeremiah Owyang | Social Media, Web Marketing

The Next Phase of Social Business is the Collaborative Economy | Web Strategy by Jeremiah Owyang | Social Media, Web Marketing | Content in Context | Scoop.it
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Crap Detection for Social Content Curators: How To Verify What You Post

Accuracy is fundamental to journalism, but it’s a challenge to verify information when it flows at digital warp speed from so many sources. This presentation

Via Robin Good
Stephen Dale's curator insight, May 9, 5:09 AM

Some useful tips on how to rebalance the Timeliness vs. Accuracy and Quality equation for information dissemination. A must-read for any user of social media! 

Jo Paoletti's comment, May 9, 7:19 AM
Crap detection for content curators. Is it time for everyone who shares stuff they find on the Internet to think of themselves as content curators. Beats being a rumor monger or Typhoid Mary of misinformation.
Sarah McElrath's curator insight, May 10, 8:14 AM

Could be used when teaching evaluation of online content / critical thinking skills.

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Will Content Marketing Kill Journalism or Save it? | Social Media Today

Will Content Marketing Kill Journalism or Save it? | Social Media Today | Content in Context | Scoop.it
There’s a lot of background chatter lately about brand sponsored content being the death of journalism.
Via massimo facchinetti
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Apps That’ll Make You A Content Curator Extraordinaire

Apps That’ll Make You A Content Curator Extraordinaire | Content in Context | Scoop.it
With Google pulling the plug on popular apps like Google Reader and Google Alerts, Jim Berkowitz takes an objective look at several alternative applications that can help with your content curation.

Via Stefano Principato
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Complexity by Subtraction

The eye and brain: standard thinking is that these devices are both complex and functional. They are complex in the sense of having many different types of parts, and functional in the sense of having capacities that promote survival and reproduction. Standard thinking says that the evolution of complex functionality proceeds by the addition of new parts, and that this build-up of complexity is driven by selection, by the functional advantages of complex design. The standard thinking could be right, even in general. But alternatives have not been much discussed or investigated, and the possibility remains open that other routes may not only exist but may be the norm. Our purpose here is to introduce a new route to functional complexity, a route in which complexity starts high, rising perhaps on account of the spontaneous tendency for parts to differentiate. Then, driven by selection for effective and efficient function, complexity decreases over time. Eventually, the result is a system that is highly functional and retains considerable residual complexity, enough to impress us. We try to raise this alternative route to the level of plausibility as a general mechanism in evolution by describing two cases, one from a computational model and one from the history of life.

 

Complexity by Subtraction
Daniel W. McShea, Wim Hordijk

Evolutionary Biology
April 2013

http://dx.doi.org/10.1007%2Fs11692-013-9227-6


Via Complexity Digest
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The nature of collective intelligence

The nature of collective intelligence | Content in Context | Scoop.it

Digital data stem from our own personal and social cognitive processes and thus express them in one way or another. But we still don’t have any scientific tools to make sense of the data flows produced by online creative conversations at the scale of the digital medium as a whole.


Via Ucka Ludovic Ilolo, Howard Rheingold
Howard Rheingold's curator insight, June 10, 8:40 PM

Levy presents his ideas about the way human communications and digital media create platforms for augmented collective intelligence.

Ignasi Alcalde's curator insight, June 11, 5:06 AM

las comunicaciones humanas y los medios digitales crean plataformas para aumentada inteligencia colectiva.

Liliane Clavel Pardo's curator insight, June 16, 6:11 AM

J'adore les articles selectionnés par cet internaute...

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How to Improve Your Social Media Marketing Return on Investment

How to Improve Your Social Media Marketing Return on Investment | Content in Context | Scoop.it

Social Media ROI: here's how to align some of your social media actions with your business goals and make it easier to determine your social media marketing ROI.


Via Kamal Bennani, Knowva Consulting
Sónia Araújo Pereira's curator insight, June 13, 7:46 AM

The "big" question...

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The origin of the 8 hour work day and why we should rethink it - - The Buffer Blog

The origin of the 8 hour work day and why we should rethink it - - The Buffer Blog | Content in Context | Scoop.it
For centuries we're fussing about what the our optimal work time is in every day life. In today's article, we explore why focusing on energy not time is a smar

Via maryhruth
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Francis Heylighen: Foundations for a Mathematical Model of the Global Brain

May 17, 2013 Brussels, VUB 


Via Complexity Digest, Spaceweaver
Bernard Ryefield's comment, June 4, 8:12 AM
Francis Heylighen Google Scholar page : http://scholar.google.fr/citations?hl=fr&user=jt7BHBUAAAAJ&view_op=list_works&cstart=140
Bernard Ryefield's comment, June 4, 8:13 AM
Francis Keylighen page at VUB : http://pespmc1.vub.ac.be/HEYL.html
Fab GOUX-BAUDIMENT's curator insight, June 10, 8:47 AM

Just as Pierre Teilhard de Chardin foresaw it!

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Big Data Needs a Big Theory to Go with It

Big Data Needs a Big Theory to Go with It | Content in Context | Scoop.it

As the world becomes increasingly complex and interconnected, some of our biggest challenges have begun to seem intractable. What should we do about uncertainty in the financial markets? How can we predict energy supply and demand? How will climate change play out? How do we cope with rapid urbanization? Our traditional approaches to these problems are often qualitative and disjointed and lead to unintended consequences. To bring scientific rigor to the challenges of our time, we need to develop a deeper understanding of complexity itself.


Via Complexity Digest
Luciano Lampi's curator insight, May 30, 9:25 AM

A concise and objective tour over CAS!

Víctor Farré's curator insight, June 4, 6:00 AM

Si integramos la complejdad en una nueva teoría más holística, paradojicamente llegamos a la conclusión de que se podfrán hacer algunas predicciones probabilisticas sobre algunos parámetros escogidos de sistemas complejos como el mercado financiero de base digital. En resumen se podrá establecer la probabilidad de un crash financiero en los próximos siete años. Big Deal! 

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Fighting Big Data Elitism, One API At A Time

Fighting Big Data Elitism, One API At A Time | Content in Context | Scoop.it

Twitter network. Their teacher is School of Data “data wrangler” Michael Bauer, whose organization teaches journalists and non-profits basic data skills. At the recent International Journalism Festival, Bauer showed journalists how to analyze Twitter networksusing OpenRefine, Gephi, and the Twitter API.

 

Bauer's route into teaching hacks how to hack data was a circuitous one. He studied medicine and did postdoctoral research on the cardiovascular system, where he discovered his flair for data. Disillusioned with health care, Bauer dropped out to become an activist and hacker and eventually found his way to the School of Data. I asked him about the potential and pitfalls of data analysis for everyone.


Via Irina Radchenko
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Book Review: What’s the Future of Business? Changing the Way Businesses Create Experiences by Brian Solis - Blogcritics Books

Book Review: What’s the Future of Business? Changing the Way Businesses Create Experiences by Brian Solis - Blogcritics Books | Content in Context | Scoop.it
We have to meet the new generation of customer and appeal to them in order to be successful entrepreneurs.
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Beyond social: the rise of the emergent business

Beyond social: the rise of the emergent business | Content in Context | Scoop.it
I recently wrote that we need to move past the limitations and confusion associated with the characterization of the new direction that businesses are taking as “social.” Stowe Boyd, We...
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How sociologists (and other social scientists) can use Pinterest - by Sociologist Deborah Lupton

How sociologists (and other social scientists) can use Pinterest - by Sociologist Deborah Lupton | Content in Context | Scoop.it
Deborah is a sociologist in the department of Sociology and Social Policy at the University of Sydney  she provides social commentaries on current issues, informed by key sociological writings. She...

Via Aust Digital Futures
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Visualization of #GlobalBrain community | Bluenod

Bluenod is a simple way to search and explore communities.

Via Spaceweaver
Spaceweaver's curator insight, May 8, 3:16 AM

Visualization of the #GlobalBrain community on Twitter by using @Bluenod

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Computer Scientists Find That Evolution May Not Require Outside Factors

Computer Scientists Find That Evolution May Not Require Outside Factors | Content in Context | Scoop.it
 Evolution
Researchers have long assumed that factors like competition, environmental change and competition for scarce resources stimulated evolutionary change in species. But computer science...
[[ This is a content summary only.

Via Spaceweaver
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RSS Reader Reinvented: The Best Google Reader Alternative (after Feedly) Is MultiPLX

RSS Reader Reinvented: The Best Google Reader Alternative (after Feedly) Is MultiPLX | Content in Context | Scoop.it
RSS Reader Reimagined; Everything you want to read - news, your favorite blogs, art and more - in one convenient place designed for you.

Via Robin Good
Sam Stormborn Ormandy's comment, May 9, 8:07 AM
You're welcome Maria! :)
Sam Stormborn Ormandy's comment, May 9, 8:07 AM
You're welcome Maria! :)
Sam Stormborn Ormandy's comment, May 9, 8:08 AM
You're welcome Maria! :)