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#artificialintelligenceinmedicine #deeplearning #faceage #biologicalage… | Melvin Sanicas

#artificialintelligenceinmedicine #deeplearning #faceage #biologicalage… | Melvin Sanicas | Notebook or My Personal Learning Network | Scoop.it
๐Ÿ“ธ ๐‘ช๐’‚๐’ ๐’š๐’๐’–๐’“ ๐’‡๐’‚๐’„๐’† ๐’‘๐’“๐’†๐’…๐’Š๐’„๐’• ๐’š๐’๐’–๐’“ ๐’‰๐’†๐’‚๐’๐’•๐’‰? ๐‘จ ๐’ˆ๐’“๐’๐’–๐’๐’…๐’ƒ๐’“๐’†๐’‚๐’Œ๐’Š๐’๐’ˆ ๐’”๐’•๐’–๐’…๐’š ๐’‡๐’“๐’๐’Ž ๐‘ด๐’‚๐’”๐’” ๐‘ฎ๐’†๐’๐’†๐’“๐’‚๐’ ๐‘ฉ๐’“๐’Š๐’ˆ๐’‰๐’‚๐’Ž ๐’”๐’‚๐’š๐’” ๐’š๐’†๐’”!ย ๐Ÿง ๐Ÿ’ก

Researchers from the #ArtificialIntelligenceinMedicine (AIM) program, led by Hugo Aerts, PhD and Ray Mak, MD, have developed a #deeplearning tool called #FaceAge that uses facial photos to estimate #biologicalage โ€” and it's changing how we think about #cancercare.

๐Ÿงฌ Key findings (published in The Lancet #DigitalHealth):
- Cancer patients had FaceAges nearly 5 years older than their actual age
Higher FaceAge predicted worse survival outcomes across cancer types
- FaceAge even outperformed clinicians in predicting short-term life expectancy for patients in palliative radiotherapy
- Clinician accuracy improved significantly when FaceAge data was added to patient profiles

โ€œThis opens the door to a whole new realm of biomarker discovery,โ€ says Dr. Mak. The team is now exploring its potential for early disease detection, lifespan prediction, and broader clinical applicationsโ€”with a strong emphasis on ethics and regulation.

AI + a selfie = powerful new health insights ๐Ÿง ๐Ÿ“ท

๐Ÿฆ‹ https://lnkd.in/ezig4WuF

#AI #ArtificialIntelligence #CancerResearch #SurvivalPrediction #TheLancetDigitalHealth #FutureOfMedicine #HealthTech #MachineLearning
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Notebook or My Personal Learning Network
a personal notebook since summer 2013, a virtual scrapbook
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Scooped by Gilbert C FAURE
October 13, 2013 8:40 AM
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This notebook..

is a personal Notebook

ย 

Thanks John Dudley for the following tweet

"If you like interesting snippets on all sorts of subjects relevant to academia, information, the world, highly recommended is @grip54 's collection:"

ย 

La curation de contenus, la mรฉmoire partagรฉe d'une veille scientifique et sociรฉtale

Gilbert C FAURE's insight:

... designed to collect posts and informations I found and want to keep available but not relevant to the other topics I am curating on Scoop.it (on behalf of ASSIM):

ย 

the most sucessful being

Immunology, teaching and learning immunology

http://www.scoop.it/t/immunology

and

From flow cytometry to cytomics

http://www.scoop.it/t/from-flow-cytometry-to-cytomics

Immunology and Biotherapies, a page of resources for the DIUย 

ย http://www.scoop.it/t/immunology-and-biotherapies

ย 

followed by

Nancy, Lorraine

ย http://www.scoop.it/t/nancy-lorraine

I am based at Universitรฉ Lorraine in Nancy

Wuhan, Hubei,

ย http://www.scoop.it/t/wuhan

because we have a long standing collaboration through a french speaking medical training program between Facultรฉ de Mรฉdecine de Nancy and WuDA, Wuhan university medical school and Zhongnan Hospital

ย ย 

CME-CPD,

ย http://www.scoop.it/t/cme-cpd

because I am at EACCME in Brussels, representative of the medical biopathology and laboratory medicine UEMS section

ย 

Mucosal Immunity,

ย http://www.scoop.it/t/mucosal-immunity

because it was one of our main research interest some years agoย 

ย 

It is a kind of electronic scrapbook with many ideas shared by others.

It focuses more and more on new ways of Teaching and Learning: e-, m-, a-, b-, h-, c-, d, ld-, s-, p-, w-, pb-, ll- ....

Thanks to all

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Today, 4:41 AM
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Par Françoise MIQUEL 

Une femme dans les coluisses du pouvoir

Gilbert C FAURE's insight:

p 86

.. le systรจme ne reconnait pas celui qui fait aboutir des projets. Il offre sa reconnaissance seulement ร  ceux qui assurent des fonctions.

ย 

p 158

ceux qui vous รฉcoutent ne vous croient qu'ร  condition que vos propos confortent leurs propres prรฉjugรฉs.

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December 19, 11:38 AM
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#manuscript #researchmethods | Piumsha Mayanthi | 10 comments

#manuscript #researchmethods | Piumsha Mayanthi | 10 comments | Notebook or My Personal Learning Network | Scoop.it
Google Scholar or Semantic Scholar ?

Ever typed your topic and got thousands of results, but still felt stuck, because you do not know which tool to trust.


โœ…Google Scholar is best when you want wide coverage. It pulls journal articles, theses, conference papers, book chapters, and university repository PDFs. So it helps you build a strong starting list and follow citation trails.

โœ…Semantic Scholar is best when you want to narrow fast. It shows cleaner paper details like topics, citations, and related papers, so you can shortlist quicker and find similar studies without getting lost.

โœ…Best workflow for research students๐Ÿ‘‡๐Ÿฟ

Start with Google Scholar to expand your pool. Then move to Semantic Scholar to screen faster and refine your final reading list.

I share smart thesis tips daily. For more free research support, subscribe to my YouTube channel.

#manuscript #researchmethods | 10 comments on LinkedIn
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December 19, 11:19 AM
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Tendances LinkedIn 2026 par Visibrain | Dans Ta Pub

Tendances LinkedIn 2026 par Visibrain | Dans Ta Pub | Notebook or My Personal Learning Network | Scoop.it
LinkedIn nโ€™est plus un simple rรฉseau professionnel โŒ

Cโ€™est devenu un espace dโ€™opinion, dโ€™influenceโ€ฆ et parfois de crise.

Visibrain dรฉvoile les 7 tendances clรฉs qui redessinent LinkedIn ร  lโ€™approche de 2026 : mรฉdias, crรฉateurs, algorithme, personal branding, luxe, controverses.

๐Ÿ“Š Une รฉtude ร  lire absolument et ร  tรฉlรฉcharger sur le site de Visibrain.

En collaboration avec Visibrain
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December 19, 4:06 AM
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Les Nabatéens ont-ils fêté Noël plusieurs siècles avant les chrétiens ?

Les Nabatéens ont-ils fêté Noël plusieurs siècles avant les chrétiens ? | Notebook or My Personal Learning Network | Scoop.it
Les Nabatรฉens, peuple arabe de lโ€™Antiquitรฉ, dont la capitale รฉtait Pรฉtra, en Jordanie actuelle, cรฉlรฉbraient la naissance de leur grand dieu Doushara, considรฉrรฉ comme le fils dโ€™une Vierge.
Gilbert C FAURE's insight:

Noel avant l'heure...

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December 17, 4:32 AM
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Swiss EdTech Collider_EdTech Testbed Magazine_Édition 2 | Bruno De Lièvre

Swiss EdTech Collider_EdTech Testbed Magazine_Édition 2 | Bruno De Lièvre | Notebook or My Personal Learning Network | Scoop.it
ร€ lire : IA au service de la pรฉdagogie (rapport suisse) - vaut le temps consacrรฉ ร  lire les 42 pages
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December 16, 1:52 AM
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Watch the Workshop Recording: Advancing OER with Metaliteracy and AI | Thomas P. Mackey, Ph.D.

Here's the video recording and slide deck for my recent online workshop about developing #OER with #AI and #Metaliteracy at North-West University / Noordwes-Universiteit. Feel free to follow along and respond to the workshop activities based on your own experience! Thanks to Dorothy Laubscher for the invitation! Appreciate all of the creative contributions from the participants! https://lnkd.in/gUwugmYw
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December 13, 8:44 AM
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When I started my research journey in my master's, I judged journals by their titles. If it sounded serious and had “International” in the name, I trusted it. ๐Ÿ˜Š Then Prof. Muhammad Shakil showed...

When I started my research journey in my master's, I judged journals by their titles. If it sounded serious and had “International” in the name, I trusted it. ๐Ÿ˜Š Then Prof. Muhammad Shakil showed... | Notebook or My Personal Learning Network | Scoop.it
When I started my research journey in my master's, I judged journals by their titles.
If it sounded serious and had โ€œInternationalโ€ in the name, I trusted it. ๐Ÿ˜Š

Then Prof. Muhammad Shakil showed me the journal Iโ€™d been reading was on a predatory list.
Same topic as top publishers, but zero peer review and fake metrics.

That week I made a simple rule for myself:
if Iโ€™m building my understanding or citing in a paper, I start with trusted publishers first.

Hereโ€™s a quick guide to some major academic publishers and what theyโ€™re good for:

โ€ข Elsevier
Strong across sciences, health, social sciences. Many Scopus and Web of Science journals.

โ€ข Springer Nature
Big in STEM and medicine; includes Springer, Nature titles, and BioMed Central for open access.

โ€ข Wiley
Well known for psychology, business, and social sciences; lots of society journals.

โ€ข Taylor & Francis Group
Great for humanities, education, tourism, and management fields.

โ€ข Sage
Very strong in social sciences, education, and methods.

โ€ข Emerald Publishing
Focused on business, management, hospitality, tourism, and leadership.

โ€ข MDPI
Fast, fully open access; only use well-established titles that fit your field and scope.

โ€ข Cambridge University Press & Assessment
Highly selective, theory-heavy, and often field-defining journals.

โ€ข JSTOR
Archive of high-quality older articlesโ€”perfect for background reading and classic work.

Two pro tips for beginners:

1. When in doubt, read from these publishers first instead of random โ€œinternationalโ€ journals.
2. Learn to recognize their logos/symbols; your brain will quickly spot high-trust sources when you scan search results.

Save this post so next time you search the literature, you can quickly filter for trusted publishers and avoid predatory traps.

โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”
Follow me ๐Ÿ‘‰ https://lnkd.in/d4b-t6b3
60k+ follow me hereโ€”but only a few read The Hybrid Researcher
Be one of them ๐Ÿ‘‰ https://lnkd.in/dMB8YJgm
Connect on all platforms ๐Ÿ‘‰ https://tr.ee/yEg4hY
| 11 comments on LinkedIn
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December 12, 1:46 PM
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Ce que la puissance chinoise donne à voir… et ce qu'elle dissimule. J'évoque souvent ici la force de certains modèles propres à la Chine : efficacité, rapidité, capacité d'exécution, ambition… |...

Ce que la puissance chinoise donne à voir… et ce qu'elle dissimule. J'évoque souvent ici la force de certains modèles propres à la Chine : efficacité, rapidité, capacité d'exécution, ambition… |... | Notebook or My Personal Learning Network | Scoop.it
Ce que la puissance chinoise donne ร  voirโ€ฆ et ce qu'elle dissimule.


J'รฉvoque souvent ici la force de certains modรจles propres ร  la Chine : efficacitรฉ, rapiditรฉ, capacitรฉ d'exรฉcution, ambition technologique. Mais mettre en avant ce qu'elle fait bien, et qui peut nous inspirer, ne signifie pas ignorer ses angles morts. Et souligner ses fragilitรฉs ne revient pas non plus pas ร  nier ses accomplissements. Les deux coexistent.

La Chine est aujourdโ€™hui une superpuissance industrielle et digitale. Au-delร  de cette efficacitรฉ spectaculaire, et derriรจre cette ascension ร  tout rompre, l'envers du dรฉcor n'est pas forcรฉment idyllique.

Il existe des tensions permanentes entre l'audace du pays et ses fragilitรฉs, son hyper-modernitรฉ et ses rigiditรฉs structurelles, son innovation et le contrรดle qui encadre la totalitรฉ de la sociรฉtรฉ.

Ce modรจle s'est construit sous une forte pression politique et organisationnelle. Ces contraintes n'empรชchent pas la performance, mais elles laissent apparaรฎtre des vulnรฉrabilitรฉs qui ne sont pas mentionnรฉes dans les rรฉcits officiels.

Qu'est-ce qui vient nuancer le tableau ?

- une crise immobiliรจre longue
- un chรดmage des jeunes รฉlevรฉ malgrรฉ des รฉtudes poussรฉes
- un endettement massif
- la prudence des investisseurs locaux et รฉtrangers
- la chute des naissances et une solitude croissante
- une augmentation des recherches en ligne liรฉes ร  l'anxiรฉtรฉ et ร  la dรฉpression, une demande croissante de consultations malgrรฉ lโ€™absence de donnรฉes faute de transparence.

Une partie de l'รฉlite chinoise รฉmigre au Japon, ร  la recherche de stabilitรฉ et de perspectives รฉducatives pour ses enfants. Les talents dรฉsertent. La jeunesse exprime son dรฉsenchantement avec un retour ร  la spiritualitรฉ ou ร  la nature. Dans tous les cas, les valeurs bougent beaucoup en ce moment.

Le secteur privรฉ n'est pas รฉpargnรฉ. Beaucoup dโ€™entrepreneurs rรฉussissent, malgrรฉ le systรจme plus que grรขce ร  lui. The Economist mentionnait en octobre plusieurs cas de suicides parmi des dirigeants, illustrant la pression actuelle. Et l'ONG Safeguard Defenders a documentรฉ quatre rรฉcents suicides d'entrepreneurs, tous auparavant soumis ร  des enquรชtes disciplinaires.

Comme partout, la Chine traverse une mutation. Elle affronte des dรฉfis รฉconomiques et sociaux qui ressemblent parfois aux nรดtres : productivitรฉ en berne, arbitrages difficiles entre contrรดle et innovation, tensions gรฉopolitiques, nรฉcessitรฉ de rรฉformes structurelles.

Je vois que souvent, elle suscite soit la peur, soit la fascination. Pourtant, une pensรฉe complexe, qui intรจgre des rรฉalitรฉs variรฉes mais concomitantes, est la seule faรงon de percevoir un pays si contrastรฉ.

D'une faรงon gรฉnรฉrale, sachons regarder de faรงon pragmatique, sans se laisser submerger par l'รฉmotionnel. C'est la meilleure faรงon de lire le monde quand la tendance est ร  la polarisation sur tout. | 14 comments on LinkedIn
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December 12, 7:42 AM
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How the Science of Curiosity Boosts Learning

How the Science of Curiosity Boosts Learning | Notebook or My Personal Learning Network | Scoop.it
Understanding curiosity can help peopleโ€”and robotsโ€”learn faster
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December 12, 4:20 AM
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3 alternatives à ChatGPT pour l'éducation qui respectent votre vie privée, vos données et...l’environnement | Fidel Navamuel

3 alternatives à ChatGPT pour l'éducation qui respectent votre vie privée, vos données et...l’environnement | Fidel Navamuel | Notebook or My Personal Learning Network | Scoop.it
๐Ÿš€ Se passer des gรฉants de lโ€™IA qui exploitent vos donnรฉes ? Explorez Euria, Lumo et Le Chat, des assistants IA souverains, sรฉcurisรฉs et sans inscription obligatoire.ย 
#IAรฉthique #Education
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December 11, 4:08 AM
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I made a MAP OF TIKTOK. Y'all kept asking. So here is it is. We don't know a lot about TikTok's algorithm. Last year, 1,100 people sent us their TikTok data to help try to learn more. (They say… ...

I made a MAP OF TIKTOK. Y'all kept asking. So here is it is. We don't know a lot about TikTok's algorithm. Last year, 1,100 people sent us their TikTok data to help try to learn more. (They say… ... | Notebook or My Personal Learning Network | Scoop.it
I made a MAP OF TIKTOK.

Y'all kept asking. So here is it is.

We don't know a lot about TikTok's algorithm. Last year, 1,100 people sent us their TikTok data to help try to learn more. (They say they're "transparent" about how it works. You be the judge!)

I used an open-source collaborative filtering algorithm -- a simplified version of what TikTok has signaled that it uses -- to make a map of 121,000 videos on TikTok. Videos watched by similar people end up closer together. So videos on the same topic tend to cluster together, even though my algorithm doesn't know anything about the video content.

Even more astonishingly, the algorithm determined gender was one of the biggest determining factors in the topics you see on your feed. Look at the second map here: it's almost a perfect gradient, with topics seen disproportionately by women on the left (like books and skincare), and those seen disproportionately by men (sports and videogames) on the right.

All of the amazing beautiful design and graphics work by Joe Fox and Leslie S. (you don't want to see the ugly matplotlib version I made alone.)

Read more here: https://wapo.st/44ZzJcl | 25 comments on LinkedIn
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December 11, 4:01 AM
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Earth Sciences - GlobalBuildingAtlas: an open global and...

Earth Sciences - GlobalBuildingAtlas: an open global and... | Notebook or My Personal Learning Network | Scoop.it
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Today, 5:03 AM
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China Has a 'Stealth Playbook' To Carve Up Russia | Jocelyn M.

China Has a 'Stealth Playbook' To Carve Up Russia | Jocelyn M. | Notebook or My Personal Learning Network | Scoop.it
A Chinese Russia ? What if Russia implodes ? Beijing
might integrate a significant portion of itโ€ฆEspecially if Russia fractures, arguing the Russian Far Eastโ€™s 7 million square kilometers should not be โ€œlost.โ€

-The piece frames the region as a resource treasure for China and a burden for Moscow, then outlines an โ€œannexation by stealthโ€ playbook: deepen investment, move people and money in, lock long contracts, promote pro-China local elites, introduce the yuan, and finance infrastructure with loans that create dependence.
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December 19, 1:23 PM
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Facebook

Facebook | Notebook or My Personal Learning Network | Scoop.it
This is sooo cool!!

A Taylor Swift themed Christmas tree was seen in Hangzhou, China. #taylorswift #swiftmas
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December 19, 11:37 AM
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https://www.bmj.com/content/391/8478?utm_campaign=usage&utm_content=tbmj_sprout&utm_id=BMJ005&utm_medium=social&utm_source=linkedin

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December 19, 11:02 AM
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What the hyperproduction of AI slop is doing to science

What the hyperproduction of AI slop is doing to science | Notebook or My Personal Learning Network | Scoop.it
A new study shows AI writing is turning traditional measures of research quality upside down.
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December 18, 4:11 AM
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Quality of scientific papers questioned as academics ‘overwhelmed’ by the millions published | Ken Chad

Quality of scientific papers questioned as academics ‘overwhelmed’ by the millions published | Ken Chad | Notebook or My Personal Learning Network | Scoop.it
Will *library* centric *discovery* solutions fade away? Sage divests LeanLibrary. https://lnkd.in/e2VcPzMK? At best they were perhaps just a minor part of the discovery ecosystem anyway. Thinking about the AI context, should *library* solutions now focus more on *curation* (resource/reading lists/VLEs/textbook platforms) and supporting evaluation of *integrity* and *quality* of content? Guardian earlier this year: "Many argue that scientific publishing is broken, unsustainable and churning out too many papers that border on worthless" https://lnkd.in/e4aryDkh "Quality of scientific papers questioned as academics โ€˜overwhelmedโ€™ by the millions published"
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December 16, 3:32 AM
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Expats move to France | **Real Estate - DVF: a FREE government tool to compare sale prices**

Expats move to France | **Real Estate - DVF: a FREE government tool to compare sale prices** | Notebook or My Personal Learning Network | Scoop.it
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December 14, 5:20 AM
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Health Time - Endocrinologist: “This Nordic Workout Helps Men Over 50 Burn Fat Naturally – No Gym, No Diets”

Health Time - Endocrinologist: “This Nordic Workout Helps Men Over 50 Burn Fat Naturally – No Gym, No Diets” | Notebook or My Personal Learning Network | Scoop.it
Read Endocrinologist: โ€œThis Nordic Workout Helps Men Over 50 Burn Fat Naturally โ€“ No Gym, No Dietsโ€ and discover expert health insights and evidence-based information.
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December 13, 3:00 AM
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Les médias en ligne face au tsunami du contenu automatisé | Arnaud Mercier

Les médias en ligne face au tsunami du contenu automatisé | Arnaud Mercier | Notebook or My Personal Learning Network | Scoop.it
Les mรฉdias en ligne face au tsunami du contenu automatisรฉ : la lutte contre les "slops" est lancรฉe !
https://lnkd.in/eJbT9cM3
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December 12, 8:31 AM
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Three months ago, a PhD student asked me a simple question that revealed a big problem: “Haroon… why doesn’t ChatGPT give me the same quality answers you get?” So I asked her to show me her… | Mu...

Three months ago, a PhD student asked me a simple question that revealed a big problem: “Haroon… why doesn’t ChatGPT give me the same quality answers you get?” So I asked her to show me her… | Mu... | Notebook or My Personal Learning Network | Scoop.it
Three months ago, a PhD student asked me a simple question that revealed a big problem:

โ€œHaroonโ€ฆ why doesnโ€™t ChatGPT give me the same quality answers you get?โ€

So I asked her to show me her prompts.

She typed:
โ€œExplain this better.โ€
โ€œWrite my literature review.โ€
โ€œMake this academic.โ€

And thatโ€™s when it clicked:

Most researchers donโ€™t struggle with AI โ€”
They struggle with telling AI exactly what they need.

Your output is only as good as your prompt.

So I created a set of 14 research-ready prompts that work for planning, reviewing, analyzing, and generating ideasโ€”without crossing academic integrity lines.

Hereโ€™s what they help you do:

Research Plan
Turn any topic into objectives, a timeline, a budget, and an impact.

Brainstorm Topics
Get 10 meaningful topics with justification + a research question.

Study Review
Summaries of recent studiesโ€”methods, findings, gaps.

Question Builder
Convert an idea into 5 research questions + hypotheses.

Research Timeline
Key breakthroughs over the past decade.

Dataset Helper
Useful tests, insights, and visualizations from your dataset.

Find Gaps
Identify gaps from links and propose one experiment per gap.

Method Design
Outline your method, data sources, ethics, and outcomes.

Check Credibility
Evaluate bias, evidence strength, and missing sources.

Trend Insights
Predict emerging trends using real data.

Ethics Review
Privacy, bias, risk areas, regulations.

Abstract Summary
Turn an abstract into visuals + key takeaways.

Hypothesis Ideas
Generate testable, valid hypotheses for your question.

Cross-Topic Links
Connect two topics and propose hybrid ideas.

If youโ€™re using AI for research,
your prompts are the difference between generic output and research-level clarity.

Save this list โ€” itโ€™ll become your daily toolkit.

โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”
Follow me ๐Ÿ‘‰ https://lnkd.in/d4b-t6b3

60k+ follow me here โ€” but only a few read The Hybrid Researcher
Be one of them ๐Ÿ‘‰ https://lnkd.in/dMB8YJgm

Connect on all platforms ๐Ÿ‘‰ https://tr.ee/yEg4hY | 13 comments on LinkedIn
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December 12, 7:18 AM
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The importance of research information citizenship

The importance of research information citizenship | Notebook or My Personal Learning Network | Scoop.it
Good information doesnโ€™t happen by accident; it needs intentional behaviour, writes Simon Porter, VP of Research Futures at Digital Science
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December 11, 1:49 PM
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How to (seriously) read a scientific paper

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December 11, 4:04 AM
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๐Ÿ“ฑ TikTok : pourquoi les marques doivent (enfin) le veiller sérieusement TikTok n’est plus seulement la plateforme des tendances. C’est devenu un espace d’influence massive, où se jouent désormais...

๐Ÿ“ฑ TikTok : pourquoi les marques doivent (enfin) le veiller sérieusement TikTok n’est plus seulement la plateforme des tendances. C’est devenu un espace d’influence massive, où se jouent désormais... | Notebook or My Personal Learning Network | Scoop.it
๐Ÿ“ฑย TikTok : pourquoi les marques doivent (enfin) le veiller sรฉrieusement

TikTok nโ€™est plus seulementย laย plateforme des tendances. Cโ€™est devenu un espace dโ€™influence massive, oรน se jouent dรฉsormais rรฉputation, consommation et crises.

๐Ÿ“• Pour aider les communicants et veilleurs ร  mieux comprendre cet รฉcosystรจme, Visibrain publie son tout nouveau guide sur la veille TikTok.

Pourquoi veiller TikTok aujourd'hui ?

-ย Parce que TikTok faรงonne lโ€™image des organisations : un challenge viral peut propulser une marque, mais un bad buzz peut aussi y naรฎtre ou y transiter

-ย Parce que cโ€™est une source dโ€™insights : on y observe des usages รฉmergents, des communautรฉs trรจs actives et des crรฉateurs capables de faire bouger les perceptions, un terrain prรฉcieux pour anticiper les tendances

-ย Parce que c'est un rรฉseau qui transforme : TikTok influence dรฉsormais les achats, la culture, la politique, les comportements

๐Ÿ”—ย Tรฉlรฉchargez le guide complet ici : urlr.me/DFGdUj
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