This concept of visualizing data as "streams visualizing the ebb and flow of coins over the centuries" is highly relevant to my research. I need to show change over time, specifically the sudden drop in coins or shift in material (like the debasement of currency) that occurs during and immediately after the plague years (1347-1351). This idea of "dynamic streams" helps me think past a static map and towards visualizing economic instability and recovery across Europe.

for - research further - Approximately 3,000 years ago, humans did not possess self-consciousness as we understand it today. - They operated through a divided mind: <br /> - one part spoke, experienced as divine command, and - another obeyed. Language did not describe consciousness. It created it.

Paraphrase: The study investigates whether translanguaging can make classrooms learner-centered for all social groups and whether it fosters creativity and imagination (p. 3). Why it matters: This defines the study’s purpose I’ll cite when I explain its relevance to inclusive pedagogy.

This means I must acknowledge the unseen labor that supports my work. I will give formal credit to the developers of all the open-source tools in my project's final acknowledgements.

When gathering source material online, I must be critical/review any data or image found on sites designed purely to make money, ensuring my research is based on neutral, scholarly sources.

This reminds me that my final map as well as any other visual media I create must tell a story of scholarly discovery (ex. Acknowledging how religion affected survival rates). I must not only gather facts that look pretty on the final project map.

Just as people mistrusted hidden power in the medieval period, I must avoid any closed software when analyzing my historical data. I will use open-source programs (like R, QGIS, or simple text editing) to clean and process my data so the exact transformation steps are completely visible and not hidden inside a "black box".

This is like keeping a public, perfect record of a medieval financial ledger. When I gather my Black Death data, I must immediately put it into a system (like GitHub) that records every change, so I can always prove where my facts came from and how I used them.

For more information on QGIS/PostGIS etc.

AI powered research tools - built for academics

for - research claim - dreaming - byproduct of sleep-based memory consolidation - adjacency - dreaming - sleep-based consolidation

Huge analytics opportunity that supports student success and feeds future funnel. So there's ROI in retention/completion, as well as new future enrollments.

ChatGPT makes writing easier and more of a cleaner look, especially for people who aren’t native English speakers. But it also makes people worry and start thinking to themselves like “Is this really my work?” or “Am I cheating?” It can be helpful, but also very stressful to one.

for - AgroSphere Technology key research paper - carbon emissions - paper claims agriculture is the highest summary - The paper cited here is very important for AgroSphere Technology because - It shows how critical a role regenerative agriculture plays in mitigating the climate crisis - The claim of the paper is that carbon emissions from Agriculture are the biggest emissions of all

for - research output - the truth requires too much energy

What comes after Roam's renaissance? — LessWrong<br /> by [[Itay Dreyfus]]<br /> accessed on 2025-08-30T23:55:03

came to via: https://writingslowly.com/2025/08/24/use-case-for-the-zettelkasten.html

for - research - pregnancy - 3 immune systems

suggests quantitative methods wrt predicting future tech impact on behaviour/socialaspects, in contrast with the usual qualitative narrative methods (futurism, narrative inquiry, scenarios presumably) The Science Fiction Science Method as PDF in Zotero PDF available CC BY at https://www.researchgate.net/publication/394323287_The_Science_Fiction_Science_Method

via Bruce Sterling (Mastodon)

AI Search Downside — Original Content is Ignored by [[Mark Grabe]]

Can we still speak of Digital Humanties methods as "new" (or even "new" to a certain subfield)? This seems a bit weird in 2025. Digital approaches are around since at least the 60s/70s. This also perpetual state of "novelty" also does not help Digital Humanities, a certain kind of normalising would be more helpful.

Assumptions like this always are based on the implicit bias that either the students share a somewhat similar social background with the professors or that the school system works well enough to establish the same reading skill in most people.

Okay, both are critical skills for academia, but how do you put them in relation?

for - system change - role of artists - TPF - arts community - research paper - RMIT 2020 - artist traits

for - climate crisis - research study - luxury emissions must fall

Most companies have external partnerships for employee training and the majority of those that do not would be interested in having them.

Auch dieser Review-Artikel geht vom Konzept des social metabolism aus, den man als den Gegenstand von social-metabolic research verstehen kann. Der Begriff bezieht sich auf biophysikalische Flüsse zwischen Gesellschaften und ihrer natürlichen Umgebung und zwischen gesellschaftlichen Systemen. Diese Flüsse halten die material stocks, die materiellen Bestände, aufrecht.

Die Studie des Potsdam-Instituts für Klimafolgenforschung zeigt, dass Bioenergy with Carbon Capture and Storage (BECCS) theoretisch bis 2050 jährlich 7,5 Milliarden Tonnen CO₂ entfernen könnte. Allerdings würde dies die planetaren Belastungsgrenzen stark überschreiten, insbesondere in Bezug auf Stickstoffeintrag, Süßwasserverbrauch, Entwaldung und Biosphärenintegrität. Unter Berücksichtigung dieser Grenzen reduziert sich das Potenzial auf nur 200 Millionen Tonnen CO₂ jährlich. Die Studie betont die Notwendigkeit, neben der CO₂-Bilanz auch andere ökologische Faktoren zu berücksichtigen und schlägt vor, durch weniger Fleischkonsum Flächen für Klimaplantagen freizumachen. [Zusammenfassung generiert mit Mistral]

https://www.derstandard.at/story/3000000257365/kein-platz-fuer-klimaplantagen

What is the Fermi estimation? What is the quickest way to get the information needed? What information would you need?

for - quote - AI - AI is accelerating AI research itself

for - AI - Chinese know more than US government about latest US frontier AI research

Die Trumpadministration hat die Finanzierung für die Organisation gestrichen, die für die vierjährigen Bestandsaufnahmen zum Klimawandel in den USA hat und damit das wichtigste Dokument für die nationale Klimapolitik dort zuständig sind. Vorantragen war schon im Februar das Verbot an einem Treffen des IPCC teilzunehmen. Damit wird der Kern der Berichterstattung über den Klimawandel und seine Folgen für den Kongress und damit auch die amerikanische Öffentlichkeit praktisch unmöglich gemacht. Michael Mann spricht angesichts dieser Politik der Trambeadministration von einem Verbrechen gegen den Planeten und damit vom schwerwiegsten Verbrechen überhaupt. https://www.theguardian.com/us-news/2025/apr/09/trump-national-climate-assessment-usgcrf

Der neue Planetary Health Check des Potsdam Instituts für Klimafolgenforschung ergibt, dass durch die Versauerung der Ozeane möglicherweise gerade die siebte von 9 planetaren Grenzen durchbrochen wird und die Biosphäre auch hier in eine Hochrisikozone eintritt. Bei allen anderen mit Ausnahme des Ozonschwunds haben sich die Bedingungen verschlechtert. Die CO2- Emissionen treiben die Versauerung an, die wiederum die Fähigkeit der Ozeane mindert, als CO2-Senke zu wirken. https://www.theguardian.com/environment/2024/sep/23/earth-breach-planetary-boundaries-health-check-oceans

Website zum Planetary Health Check: https://www.planetaryhealthcheck.org/

qualitative research

What is Hippocampus? part of the brain that controls the amount of information we recall or remember .

for - Christine Wamsler - Lund University - homepage - from - youtube - Mindfulness World Community - Awareness, Care and Sustainability for Our Earth - https://hyp.is/GCUJ1APHEfCcr_vvv3lAFw/www.youtube.com/watch?v=CTUc_0GroGM

• to - paper - An Interdisciplinary Model to Foster Existential Resilience and Transformation

  • https://hyp.is/iKxTmgPJEfCkN2PkMDmg1g/www.mdpi.com/2078-1547/16/1/5

• to - paper - Engaging high-income earners in climate action : Policy insights from survey experiments

  • for Deep Humanity Wealth 2 Wellth program
  • https://hyp.is/MIc0DgPKEfC_Z5v_n8P8mA/www.sciencedirect.com/science/article/pii/S0921800924002842

• to - paper - Revolutionising sustainability leadership and education : addressing the human dimension to support flourishing, culture and system transformation

  • for - LCE leadership academy
  • https://hyp.is/nLBHtAPLEfCvUUNZrc_uqw/link.springer.com/article/10.1007/s10584-023-03636-8

• to - The System Within : Addressing the inner dimensions of sustainability and systems change

  • https://hyp.is/VDAcFgPMEfCBPkvnTCjp8w/www.clubofrome.org/wp-content/uploads/2024/05/Earth4All_Deep_Dive_Jamie_Bristow.pdf
• to - paper - Transformative Climate Resilience Education for Children and Youth: From Climate Anxiety to Resilience, Creativity and Regeneration, Literature review conducted for the ERASMUS+ Project 2023-1-SE01-KA220-SCH-000158705

  - for - SRG/TPF/LCE ward-level afterschool outreach program but it's currently a dead link and inaccessible

• to - IMAGINE sustainability : integrated inner-outer transformation in research, education and practice
  • for - Deep Humanity open source praxis
  • Human Interior Transformation (HIT) and
  • Social Exterior Transformation (SET) //
  • https://hyp.is/5_GsSAPNEfC82DMDillDTw/link.springer.com/article/10.1007/s11625-023-01368-3

research areas - sustainable cities - collaborative governance - city-citizen collaboration - citizen participation - sustainability and wellbeing - sustainability transformation - inner development goals - inner transformation - inner transition - existential sustainability

code switching - what do i need to know?

What is mulyilinguilism?

for - question - what are the 5 clusters of transformative capacity? - question - what research paper discusses the 5 clusters?

Hao-Ping (Hank) Lee, Advait Sarkar, Lev Tankelevitch, Ian Drosos, Sean Rintel, Richard Banks, and Nicholas Wilson. 2025. The Impact of Generative AI on Critical Thinking: Self-Reported Reductions in Cognitive Effort and Confidence Effects From a Survey of Knowledge Workers. In CHI Conference on Human Factors in Computing Systems (CHI ’25), April 26–May 01, 2025, Yokohama, Japan. ACM, New York, NY, USA, 23 pages. https://doi.org/10.1145/3706598.3713778

Abstract

The rise of Generative AI (GenAI) in knowledge workflows raises questions about its impact on critical thinking skills and practices. We survey 319 knowledge workers to investigate 1) when and how they perceive the enaction of critical thinking when using GenAI, and 2) when and why GenAI affects their effort to do so. Participants shared 936 first-hand examples of using GenAI in work tasks. Quantitatively, when considering both task- and user-specific factors, a user’s task-specific self-confidence and confidence in GenAI are predictive of whether critical thinking is enacted and the effort of doing so in GenAI-assisted tasks. Specifically, higher confidence in GenAI is associated with less critical thinking, while higher self-confidence is associated with more critical thinking. Qualitatively, GenAI shifts the nature of critical thinking toward information verification, response integration, and task stewardship. Our insights reveal new design challenges and opportunities for developing GenAI tools for knowledge work

Nach den Erfahrungen mit den Angriffen der ersten Trump-Administration auf die Wissenschaft haben Wissenschaftler:innen in den USA verschiedene Maßnahmen zum Schutz wissenschaftlicher Institutionen ergriffen. Die New York TImes berichtet ausführlich über diese scientific integrity policies, die wissenschaftliche Arbeit öffentlich beobachtbar machen, aber politische Einflussnahme ausschließen sollen. Die Biden- und schon die Obama-Administration haben scientific integrity policies gefördert. Zu den Maßnahmen gehören die Benennung von Verantwortlichen für wissenschaftliche Integrität in Behörden und Kollektivverträge, die die Disziplinierung von Forschenden erschweren.

Zum „War on Science“ schon der ersten Trump-Regierung gehörte außer Entlassungen von Wissenschaftler:innen auch die Anordnung der Verfälschung von Forschungsergebnissen. https://www.nytimes.com/2025/01/17/climate/trump-government-scientists.html

Die EU bezahlt Russland für fossile Brennstoffe mehr, als sie der Ukraine an Finanzhilfen zur Verfügung stellt. 2024 bezog sie für 22 Milliarden Euro Öl und Gas aus Russland und zahlte 19 Milliarden an die Ukraine, wobei Militär- und humanitäre Hilfe nicht einbezogen sind. Insgesamt betrugen die Einnahmen Russlands aus dem Export fossiler Brennstoffe im dritten Jahr der Invasion der ganzen Ukraine 242 Milliarden Euro. Der Guardian berichtet über einen neuen Report des Centre for Research on Energy and Clean Air. https://www.theguardian.com/world/2025/feb/24/eu-spends-more-russian-oil-gas-than-financial-aid-ukraine-report

Bericht: https://energyandcleanair.org/publication/eu-imports-of-russian-fossil-fuels-in-third-year-of-invasion-surpass-financial-aid-sent-to-ukraine/

https://www.maggiedelano.com/garden/obsidian-vs-roam-for-running-book-clubs by Maggie Delano

https://www.rilko.org/

All people are alike and united through Religion https://history.hanover.edu/texts/luthad.html

for - definition - reflexive (in reflexive modernity) - not more conscious but increased awareness that mastery is impossible - SOURCE - paper - The Theory of Reflexive Modernization: Problematic, Hypotheses and Research Programme - Ulrich Beck, Wolfgang Bonss and Christoph Lau - 2003

for - further research - Ulrich Beck's research on unintended consequences of simple modernity - SOURCE - paper - Reflexivity as a transformative capacity for sustainability science: introducing a critical systems approach - Lazurko et al. - 2025, Jan 10

for - adjacency - reflexivity - tool for transdisciplinary research - indyweb - people-centered interpersonal information architecture - mindplex - concept spaces - perspectival knowing - life situatedness - SRG transdisciplinary complexity mapping tool - SOURCE - paper - Reflexivity as a transformative capacity for sustainability science: introducing a critical systems approach - Lazurko et al. - 2025, Jan 10

adjacency - between - reflexivity - tool for transdisciplinary research - indyweb - people-centered, interpersonal information architecture - mindplex - concept space - perspectival knowing - life situatedness - SRG transdisciplinary complexity mapping tool - adjacency relationship - This paper is interesting from the perspective of development of the Indyweb because there, - the people-centered, interpersonal information architecture intrinsically explicates perspectival knowing and life-situatedness - Indyweb can embed an affordance that is a meta function applied to an indyvidual's mindplex that - surfaces and aspectualizes the perspective and worldview salient to the research - The granular information that embeds an indyvidual's perspectives and worldviews is already there in the indyvidual's rich mindplex

for - from - adjacency - post - LinkedIn - new paper - reflexivity in transdisciplinary research - Indyweb research - https://hyp.is/9j6xwNSXEe-rwrMDE36CPg/www.linkedin.com/posts/activity-7285568599447015424-sckS/

for - adjacency - post - LinkedIn - new paper - reflexivity in transdisciplinary research - Indyweb research - to - paper - Reflexivity as a transformative capacity for sustainability science: introducing a critical systems approach - Lazurko et al. - 2025, Jan 10 - https://hyp.is/SXryuNSYEe-1zcu9-Y2ncA/www.cambridge.org/core/journals/global-sustainability/article/reflexivity-as-a-transformative-capacity-for-sustainability-science-introducing-a-critical-systems-approach/D6978EE9FF6C9B7DBB36212C2BB0B865

for - further research - Oligarch's favorite book - The Sovereign Individual - Author - James Dale Davidson and William Rees-Mogg - source - article - Le Monde - Musk, Trump and the Broligarch's novel hyper-weapon - Yanis Varoufakis - 2025, Jan 4

for - further research - Aneurin Bevan - 1952 - liberal democracy's greatest paradox - How does wealth manage to persuade poverty to use its political freedom to keep wealth in power? - source - article - Le Monde - Musk, Trump and the Broligarch's novel hyper-weapon - Yanis Varoufakis - 2025, Jan 4 - inequality - elites - source - article - Le Monde - Musk, Trump and the Broligarch's novel hyper-weapon - Yanis Varoufakis - 2025, Jan 4

This is an example comment that can be left on the page. You can leave notes, updates, comments or requests for clarification here using Hypothesis.

Scholars Talk Writing: Helen Sword by [[Rachel Toor]] in Chronicle of Higher Education, 2017-07-31 archived version: https://web.archive.org/web/20210722062708/https://www.chronicle.com/article/scholars-talk-writing-helen-sword/

for - from - Substack article - The Cosmo-Local Plan for our Next Civilization - Michel Bauwens - 2024, Dec 20 - annotation - reply to - Me2We2All -Local economic permaculture? - Research question - third search - https://hyp.is/UrdJmMHKEe-nGLd7p-JTcA/4thgenerationcivilization.substack.com/p/the-cosmo-local-plan-for-our-next

for - research study - language - children learning mother tongue use a different post off the brain then adults learning another language - from TED Talk - YouTube - A word game to convey any language - Ajit Narayanan

for - definition - wokism - a return to group collectivism that suppresses individual differentiation - from - P2P Foundation Wiki - Somewheres, Nowheres and Everywheres - Michel Bauwens, 2022

interrogate - Do more research on this definition of Wokism - from - P2P Foundation Wiki - Somewheres, Nowheres and Everywheres - Michel Bauwens, 2022

for - research further - EU movement - factor of 20 - from Substack article - The Cosmo-Local Plan for our Next Civilization - Michel Bauwens - 2024, Dec 20

How to Study. 16mm, Instructional film. Coronet Instructional Films, 1946. https://www.youtube.com/watch?v=IRK70kyaWOI.

for - meditation - Tukdam clear light meditation at time of death - research motivation from HH Dalai Lama - Youtube - Tukdam talk - An Overview Of CHM’s Work On “Well-Being And Tukdam” - Prof. Richard J. Davidson

Summary - His Holiness Dalai Lama requested the research so that science could validate what Tibetan practitioners have known for a long time, that there is still an awareness present in the advanced meditator even after death has occurred - this is the Tukdam "clear light" meditation practice.

for - mindfulness meditation research - 4 pillars of wellbeing - Youtube - Tukdam talk - An Overview Of CHM’s Work On “Well-Being And Tukdam” - Prof. Richard J. Davidson

summary - four pillars of wellbeing - 1 awareness - 2 connection - 3 insight (of the nature of self) - 4 purpose (intention)

for - mindfulness and happiness - research conclusion - wandering mind is an unhappy mind - Youtube - Tukdam talk - An Overview Of CHM’s Work On “Well-Being And Tukdam” - Prof. Richard J. Davidson

for - fetal brain research - very serious mental illnesses in adults can be traced to mental illness that begins in utero in the womb - Prenatal and Perinatal Healing Happens in Layers - Kate White

for - fetal brain research - help with how a parent is feeling influences neural development of a child later on - Youtube - Prenatal and Perinatal Healing Happens in Layers - Kate White

for - post - LinkedIn - question - Trump-proofing climate change research in the US

In addition, this hints at employMENT verification: this could be a light lift sort of Tier 1 entry point for organizations to be both issuing and consuming credentials. Large employers spend a lot of resources responding to requests to verify former workers' employment histories. If part of off-boarding departing workers includes VCs for official employment verification, that could lead to big savings of time and resources (as long as other employers accept the credentials), as well as accelerate hiring processes that sometimes lead to failed hires bc people find another position that starts sooner. For key HR leaders to start with badging from a place of effortlessly improving their efficiency and costs might be a better place to launch than more involved strategies that offer less immediate value propositions.

https://www.theguardian.com/environment/2024/dec/01/land-degradation-expanding-by-1m-sq-km-a-year-study-shows

for - more research on - Joe Kelly - climate crisis - cloud behavior - Jim Hansen

Recognition can change the world. Signals need to be valid and trustworthy, but we're so close to making a huge difference in the world through recognition of things that are already there, just hidden in plain sight.

for - further research - UD foreign policy - Ukraine - Israel - China - Russia - Nixon - Yanis Varoufakis

for - further research - Karl Polyani - book - The Great Transformation - Lib-Lab dynamics - Kondratieff waves - cycles of political economy - from Michel Bauwens - lib-lab dynamics - Kondratiefff waves - Kondratieff cycles

for - further research - Harmony model of East Eurasia vs Conflict model of Greece

for - evolutionary biology - Weissman barrier - refuted by modern research - Denis Noble

https://www.theguardian.com/environment/2024/oct/31/eu-emissions-fall-by-8-in-steep-reduction-reminiscent-of-covid-shutdown

Bericht: https://www.eea.europa.eu/en/analysis/publications/trends-and-projections-in-europe-2024

Employers want to know what credentials are credentialing, and they want to hear it in their own language. The temptation will be to convince faculty and others to revise descriptions, however the opportunity is in leaving that and instead seeking their consensus and comfort with interpreting their descriptions into the languages of employers.

• Page 17: Top 5 most important factors for creating an effective teaching and learning ecosystem: Having a strong leadership and vision (45%) is the #1 (next highest is 15%)
• Page 20: *83% of higher education respondents said that it was important for institutions to provide studens with skills-based learning alongside their academic education. *
• Page 26: Participants identified several challenges in fostering a a culture of lifelong learning for professionals, including: 89% Clear learning objectives
• Page 7: Real-world experiential and work-based learning are no longer fringe; 4 in 5 see these as essential.

Erstmals wurde genau erfasst, welcher Teil der von Waldbränden betroffenen Gebiete sich auf die menschlich verursachte Erhitzung zurückführen lässt. Er wächst seit 20 Jahren deutlich an. Insgesamt kompensieren die auf die Erhitzung zurückgehenden Waldbrände den Rückgang an Bränden durch Entwaldung. Der von Menschen verursachte – und für die Berechnung von Schadensansprüchen relevante – Anteil der CO2-Emissione ist damit deutlich höher als bisher angenommen https://www.carbonbrief.org/climate-change-almost-wipes-out-decline-in-global-area-burned-by-wildfires/

Paul will createa 501c3 as a RESEARCH instrument to apply for Kauffman;s research grant My hope is that IAN's 501c3 will apply for the PROJECT Grant that holds the eco-system of 501c3 fair shares commons

Indent with Intent: Fundamentals of Roam Research by [[R. J. Nestor]]

Besonders verwundbare Gruppen - Alte, Frauen und Menschen mit niedrigem sozioökonomischen Status – können vor Hitzewellen in Städten nur dann besser geschützt werden, wenn sie nicht in den der Hitze am meisten ausgesetzten Teilen einer Stadt leben müssen. Dies zeigt eine neue Studie zur räumlichen Verteilung der Verwundbarkeit durch Hitze am Beispiel Madrids. Ohne wirksame räumlich-soziale Gegenmaßnahmen werden sich die „verwundbaren Cluster“ ausdehnen https://www.repubblica.it/green-and-blue/2024/10/21/news/ondate_di_calore_in_citta_madrid_quartieri_piu_a_rischio-423568496/

Studie: https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2024EF004431

"The Stoic Practice is a Dialogue With The Self" -- Ryan Holiday (~7:58)

I think this is also true for Zettelkasten. You write for yourself. Only you need to understand your notes, nobody else.

"If you do one or two positive contributions a day, it adds up." - Ryan Holiday

Perhaps this is the essence of both Zettelkasten and Commonplace books; Marginal Gains.

Exponentional Increase over time. Upon first glance, it seems linear (1+1 = 2)... However, the formula is different because, at least in Zettelkasten, a new note means N new possible connections as this new note can virtually be connected to all other notes. In a Zettelkasten this is explicit, in a commonplace book connections are implicit.

Perhaps I need to argue more with the authors and the content, as Adler & van Doren also recommend.

This might be a limitation in (the way I do) Zettelkasten. Because I am not writing in the margins and not engage in "tearing up" the book, I am less inclined to argue against/with the work.

Maybe I need to do this more using bib-card. Further thought on implementation necessary...

Perhaps a different reason is that I like to get through most books quickly rather than slowly. Sometimes I do the arguing afterward, within my ZK.

I need to reflect on this at some point (in the near future) and optimize my processes.

Das Amazonasgebiet leidet im zweiten Jahr unter extremer Dürre. Es gab noch nie so wenig Niederschläge, die Dürre dauerte noch nie so lang und betraf noch nie ein so großes Gebiet. Waldbrände machten Sao Paolo zur Stadt mit der schlechtesten Luftqualität der Welt. Auch die meisten übrigen Staaten Südamerikas sind betroffen. Ursachen sind ein durch die globale Erhitzung verstärkter El Niño und die Rekordtemperaturen des Nordatlantik. Ausführlicher Bericht https://www.nytimes.com/2024/10/19/world/americas/south-america-drought-amazon-river.html

for - polycrisis - research roadmap - cascade institute

Kurz vor der COP16 zur Biodiversität geht die EU immer deutlicher von ihrer bisherigem Politik zum Schutz der Biodiversität ab. Man nimmt Rücksicht auf konventionelle Landwirt:innen, rechtsradikale und auch zunehmend antiökologisch agierende konservative Parteien. An die Stelle des Green Deal tritt das Bestreben, die Unternehmen im globalen Wettbewerb konkurrenzfähiger zu machen und die Wirtschaft wachsen zu lassen. Ajit Niranjan berichtet zusammenhängend über diese Entwicklungen und verweist auf wichtiger Meilensteine in der Geschichte von Abkommen zum Schutz der Biodiversität. https://www.theguardian.com/environment/2024/oct/09/europe-eu-green-deal-backsliding-nature-biodiversity-farmers-far-right-cop16-aoe

machine learning and natural language processing provide science education researchers means to combine exploratory capabilities of qualitative research methods with the systematicity of quantitative methods.

Learning and Intellectualism can both be found in the act of comparison, or more broadly, analysis. One must do this perpetually when reading to dissect and gain most (long-term) (syntopical) value out of it.

In other words, Luhmann is urging to engage in pattern recognition.

True intellectual work using the Zettelkasten demands pattern recognition when reading. Domain specific knowledge + pattern recognition = efficient reading; for it allows to distinguish signal from noise, value from trash.

Is this a criticism by Luhmann on the conventional notion of syntopical reading in Adlerian terms? Probably without knowing Adler's work.

Because science/truth work (knowledge) is constantly in revision, conventional syntopical reading on a topic of science is without necessary value?

Perhaps unless stored and expanded upon in a ZK?

Further thought is required to disseminate this paragraph.

Malashenko, Gevorg T., Mikhail E. Kosov, Svetlana V. Frumina, Olga A. Grishina, Roman A. Alandarov, Vadim V. Ponkratov, Tatyana A. Bloshenko, Lola D. Sanginova, Svetlana S. Dzusova, and Munther F. Hasan. “A Digital Model of Full-Cycle Training Based on the Zettelkasten and Interval Repetition System.” Emerging Science Journal 7, no. 0 (March 18, 2023): 1–15. https://doi.org/10.28991/ESJ-2023-SIED2-01.

for - sustainable building - insulation research - Fraunhofer Institute - aerogel - performance - mixed with plaster is twice the performance of polystyrene

Simple, elegant explanation: it moves from clumsy proxies that screen out qualified people like Jake, to powerful and sophisticated matching that connect opportunities to people like Jake who have the verified skills to deserve those opportunities.

The value proposition, as presented here, is all about the wheel being more efficient, more effective, and less expensive in identifying, hiring, and retaining cogs. What might be magical is the rare nexus of what being best for the wheel also being good for the cogs, us humans who this work is hopefully really about.

Might some see this as a call to pay close attention, get involved, and push for public/public good solutions? Or will we default to leaning on FAANG to provide our "free" wallets and control or even own more of our data?

Opportunity to go deep here. Bread crumb is to check out the issuer directory with Credential Engine, where they are inviting institutions to publish details about their credentials in a standardized format (CTDL) that will hopefully one day be consumed by connections like those hinted at here.

This might catch the attention of HE people paying attention. It also hopefully connects to the participants who shared that they are not getting the information about the programs that they desire. If the data being consumed (by this vendor or others) is still rooted in describing the content of the learning and not the measurable, assessed outcomes, then it's utility is limited and, crucially, it could create trust issues that make consumer wary of all the data. On the other hand, if they can trust the high quality data, there will be a window of competitive advantage for HE institutions that choose to share the data that the consumers (largely employers) want to see.

This could play into Credential Quality Assurance work in Higher Ed.

KEY FINDING. This is one of the most important takeaways of the report, especially in regard to LERs. It's also important to note the lack of familiarity when considering other survey data about innovative credentials: if participants have limited understanding of the stuff they are being asked about, how much should we read into the data about their (possibly inaccurate) perceptions?

TWO THINGS: 1. The shiny interface is for humans, not machines. Are the participants assuming that they are looking at the interface for all of the candidates or just the top candidates? 2. If participants know that they are only seeing an interface like Figure 10 for top candidates, would they still desire something more concise or would the narrative be right-sized?

Consumers want quality. They also are wary of quality assessment. Trend currently appears to align with historical defaults of using proxies instead of precise, targeted measurements (eg Using length of seat time and GPA instead of competency-based assessments)

KEY FINDING: it's a problem if the context focuses on the nature of the content instead of the nature of what the credential is credentialing.

For these ecosystems to be healthy, the interconnected nodes. function in harmony. They are aware of the other nodes' desires and intentionally seek to meet those needs. A barrier to progress is technology solutions that can function to meet important needs yet do not. (Positive assumption here that the developers either don't properly understand their users' needs or don't properly understand how to capture ROI if they do design to meet those needs; not that they know the needs and choose not to address them)

Ecosystem expansion might rely on market incentives for additional parties to connect, synthesize, and operationalize data. Important to consider that this is not limited to HR vendors; it's also about their clients, as well as other vendors that may be better enabled to connect with (L)earners to market Navigation services, coaching, scholarship and lending programs, educational/training/upskilling opportunities, and more. In a future of direct admissions, there are multiple roles in this ecosystem. And, of course, there is much opportunity and value for the human (L)earners at the center of the ecosystem.

KEY: data is what the Consumers desire, not necessarily what the learning providers want to describe.

Robyn Speer says in his view natural language processing as a field has been taken over by #algogens And most NLP research now depends on closed data from the #algogens providers.