for - from - youtube - Just have a think - A controversial new paper challenges established emissions accounting criteria - https://hyp.is/9AQ6VF2SEfCsW8_68Y6AUA/www.youtube.com/watch?v=Y9f16OTL1Lg - climate crisis - ERF - agriculture 60% - fossil fuels 18% - agriculture is the biggest contributor to carbon emissions summary - This paper uses Effective Radiative Forcing (ERF) as a metric to measure global carbon emissions instead of the traditional Global Warming Potential (GWP) - It points out the problematic nature of GWP and how ERF provides a more accurate picture - Using ERF, the most surprising result of this study is that agriculture is the leading sector causing global warming - Measured from a baseline of emissions since 1750, - agriculture contributes 60% while - fossil fuels contributes 18% - Projects like Project Drawdown already prioritize agriculture, this gives even more validation and priority on transforming the agricultural sector - This also increases importance on efforts in: - regenerative farming - bioreginalism - permaculture - agroforestry - rewilding
- Aug 2025
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iopscience.iop.org iopscience.iop.org
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- Jul 2025
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www.sciencedirect.com www.sciencedirect.com
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for - paper - climate crisis - rebound effect - paper - title - Energy efficiency and economy-wide rebound effects: A review of the evidence and its implications - from - post - LinkedIn - rebound effect - https://hyp.is/yz4m_ldBEfC18Bfg0RPf2w/www.linkedin.com/feed/update/urn:li:activity:7346027213776953344/
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- Apr 2025
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www.sciencedirect.com www.sciencedirect.com
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Earth system impacts of the European arrival and Great Dying in the Americas after 1492
for - paper - Earth system impacts of the European arrival and Great Dying in the Americas after 1492 - authors - Alexander Koch - Chris Brierley - Mark Maslin - Simon L. Lewis - adjacency - genocide - native americans - colonialism - Little Ice Age - adjacency - great dying - little ice age - colonialism - from - youtube - The death of 55 million indigenous people after colonization - https://hyp.is/go?url=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DYlDdzj1nx3U&group=world - The Great Dying - Little Ice Age
Tags
- adjacency - great dying - little ice age - colonialism
- from - youtube - The death of 55 million indigenous people after colonization
- The Great Dying - Little Ice Age
- adjacency - genocide - native americans - colonialism - Little Ice Age
- paper - Earth system impacts of the European arrival and Great Dying in the Americas after 1492
Annotators
URL
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journals.sagepub.com journals.sagepub.com
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This article, then, has three aims.
for - futuring - paper - Techniques of futuring: On how imagined futures become socially performative - from - collective imagination toolkit https://hyp.is/i3N9KA_DEfCsXivEzv3w5A/www.collectiveimagination.tools/ - purpose of the paper - how images of the future gain performative traction - objectives: how images of the future gain performative traction: - present insights and weaknesses of leading social-theoretical futures work - fill some gaps by - imagining the future via - social practices - performance of reality // question- what does this mean?// - develop performative understanding of futuring via - dramaturgical analysis that investigates ow actors - actively bring the future into the present through performance of particular: - narratives - settings - configurations
Summary - This is a very insightful paper on futuring and how activity in the present realizes imagined fictions, which don't yet exist, and bring them into being in our (future) present - One thing to note is that there is a huge swath of human activity not explicitly discussed which is intrinsically futuring, and that is the birth of any new idea in general, including scientific, mathematical and technological. - Human progress is the sum total of countless individual futuring projects that imagine some fictitious, nonexistent idea and work to incrementally bring it into existence.
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for - Maartin Hajer - paper - Techniques of futuring: On how imagined futures become socially performative - from - youtube -Techniques of futuring: On how imagined futures become socially performative - https://hyp.is/uGfbNA40EfCrf5usD4aRoA/www.youtube.com/watch?v=ch_zS6Hc0LM - to - youtube - participatory community-scale futuring - Town Anywhere - Ruth Ben-Tovim - https://hyp.is/5okY9A8sEfCdoWsQtK2CSg/www.youtube.com/watch?v=LbErfM3mLxE - https://hyp.is/HHE2wg8tEfCVkK-dln3oYQ/www.youtube.com/watch?v=cRvhY4S94ic
summary - This a a paper that frames design and innovation, - among the most ubiquitous and important of all human activities - as a branch of futuring - Design and innovation bring something new into existence - That which is designed - is that which is imagined - is that which is not yet real - is that which is therefore a fiction - Innovation brings the fictional and imagined into reality through mobilizing and coordinating social behavior that realizes the imagined future. - This is especially critical as our species needs to rapidly imagine and bring about an aspirational future that mitigates our existential polycrisis
Tags
- paper - Techniques of futuring: On how imagined futures become socially performative
- futuring
- Maartin Hajer
- from - collective imagining toolkit
- purpose of the paper - how images of the future gain performative traction
- design innovation and progress are all futures activities
- to - youtube - participatory community-scale futuring - Town Anywhere - Ruth Ben-Tovim
- from - youtube -Techniques of futuring: On how imagined futures become socially performative
Annotators
URL
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www.youtube.com www.youtube.com
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for - Town Anywhere - Ruth Ben-Tovim - from - paper - Techniques of futuring: On how imagined futures become socially performative - https://hyp.is/zorBdg8sEfCiHm-Z970wbQ/journals.sagepub.com/doi/full/10.1177/1368431020988826
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www.youtube.com www.youtube.com
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for - Ruth Ben-Tovim - Town Anywhere - from - paper - Techniques of futuring: On how imagined futures become socially performative - https://hyp.is/zorBdg8sEfCiHm-Z970wbQ/journals.sagepub.com/doi/full/10.1177/1368431020988826
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- Mar 2025
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www.iiiee.lu.se www.iiiee.lu.se
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for - climate crisis - bridging inner and outer transformation - paper - BeChange: Sustainability education and leadership development : Assessing the links between inner development and outer change for transformation - from - Christine Walsmer - homepage - paper link - BeChange: Sustainability education and leadership development : Assessing the links between inner development and outer change for transformation - https://hyp.is/-YsLUAPjEfCKqv-67o8QzA/www.lucsus.lu.se/christine-wamsler
Tags
- climate crisis - bridging inner and outer transformation
- from - Christine Walsmer - homepage - paper link - BeChange: Sustainability education and leadership development : Assessing the links between inner development and outer change for transformation
- paper - BeChange: Sustainability education and leadership development : Assessing the links between inner development and outer change for transformation
Annotators
URL
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link.springer.com link.springer.com
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for - climate crisis - bridging inner and outer transformation - from - Christine Wamsler - homepage - Lund University - paper link - At the intersection of mind and climate change: Integrating inner dimesions of climate change into policymaking and practice - https://hyp.is/AGENggPiEfCc4N-mPYLDqg/www.lucsus.lu.se/christine-wamsler
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www.lucsus.lu.se www.lucsus.lu.se
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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
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to - paper - An Interdisciplinary Model to Foster Existential Resilience and Transformation
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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
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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
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to - The System Within : Addressing the inner dimensions of sustainability and systems change
- 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
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Tags
- for - SRG/TPF/LCE ward-level afterschool outreach program but it's currently a dead link and inaccessible
- to - The System Within : Addressing the inner dimensions of sustainability and systems change
- Christine Wamsler - research areas
- to - IMAGINE sustainability : integrated inner-outer transformation in research, education and practice
- from - youtube - Mindfulness World Community - Awareness, Care and Sustainability for Our Earth
- for - Deep Humanity Wealth 2 Wellth program
- to - paper - An Interdisciplinary Model to Foster Existential Resilience and Transformation
- 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 - LCE leadership academy
- to - paper - Engaging high-income earners in climate action : Policy insights from survey experiments
- Christine Wamsler - Lund University - homepage
- to - paper - Revolutionising sustainability leadership and education : addressing the human dimension to support flourishing, culture and system transformation
Annotators
URL
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- Jan 2025
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www.cambridge.org www.cambridge.org
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In the context of transformative transdisciplinary research, such reflexive processes are meant to open-up epistemic and solution spaces that elevate marginalized perspectives and challenge the status quo.
for - adjacency - reflexive processes elevate marginalized perspectives and challenge status quo - diversity of Indyweb perspectival knowing - mitigates progress traps that emerge from myopism - SOURCE - paper - Reflexivity as a transformative capacity for sustainability science: introducing a critical systems approach - Lazurko et al. - 2025, Jan 10
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Reflexivity as a transformative capacity for sustainability science: introducing a critical systems approach
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/
Tags
- from - adjacency - post - LinkedIn - new paper - reflexivity in transdisciplinary research - Indyweb research
- adjacency - reflexive processes elevate marginalized perspectives and challenge status quo - diversity of Indyweb perspectival knowing - mitigates progress traps that emerge from myopism - SOURCE - paper - Reflexivity as a transformative capacity for sustainability science: introducing a critical systems approach - Lazurko et al. - 2025, Jan 10
Annotators
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www.academia.edu www.academia.edu
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for - paper - A Secular Wonder - Paolo Costa - 2011 - from book - The Joy of Secularism - from -
from - Meaning crisis - episode 33 - The Spirituality of Relevance Realization - Wonder/Awe/Mystery/Sacredness - John Vervaeke - https://hyp.is/FF8Nus6qEe-q25_Ha0_WGw/www.meaningcrisis.co/ep-33-awakening-from-the-meaning-crisis-the-spirituality-of-rr-wonder-awe-mystery-sacredness/
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www.meaningcrisis.co www.meaningcrisis.co
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article there called “A Secular Wonder”
for - article - A Secular Wonder - Paolo Costa - source - Meaning crisis - episode 33 - The Spirituality of Relevance Realization - Wonder/Awe/Mystery/Sacredness - John Vervaeke - to - paper - A Secular Wonder - Paolo Costa - from book - The Joy of Secularism - 2011
to - paper - A Secular Wonder - Paolo Costa - from book - The Joy of Secularism - 2011 - https://hyp.is/Lj9-Ss7DEe-_3TvpOSe_Ew/www.academia.edu/433395/A_Secular_Wonder
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- Dec 2024
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for - paper - Assessing the size and uncertainty of Remaining Carbon Budget (RCB) - Lamboll et al, 2023 - from - youtube - Climate scientist Kevin Anderson warns: Only 4 years left to stay below 1.5°C without urgent action
from - youtube - Climate scientist Kevin Anderson warns: Only 4 years left to stay below 1.5°C without urgent action - https://hyp.is/u-rKxK-6Ee-TT7OpdMUOTw/www.youtube.com/watch?v=kFDRp-JMf9Q
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- Nov 2024
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jgvw2024.peergos.me jgvw2024.peergos.me
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Fig. 3
for - paper - Translating Earth system boundaries for cities and businesses - Fig. 3 - Ten principles of translation - Bai et al. 2024 - from - paper - Cross-scale translation of Earth system boundaries should use methods that are more science-based - citation of Fig.3 - Xue & Bakshi
from - paper - citation - Cross-scale translation of Earth system boundaries should use methods that are more science-based - citation of Fig.3 - Xue & Bakshi - https://hyp.is/xf3MxqveEe-pGZeWkHHcLA/jgvw2024.peergos.me/StopResetGo/2024/11/PDFs/MattersArisingBaietal.pdf
Tags
- paper - Translating Earth system boundaries for cities and businesses - Fig. 3 - Ten principles of translation - Bai et al. 2024
- from - paper - citation - Cross-scale translation of Earth system boundaries should use methods that are more science-based - citation of Fig.3 - Xue & Bakshi
Annotators
URL
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- Oct 2024
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ageoftransformation.org ageoftransformation.org
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for - rapid whole system change - Nafeez Ahmed - planetary phase shift - Nafeez Ahmed - planetary adaptive cycle - Nafeez Ahmed - essay - The End of Scarcity? From ‘Polycrisis’ to Planetary Phase Shift - Nafeez Ahmed - 2024 Oct 16 - to - book - The Ascent of Humanity - chapter 8 Self and Cosmos: The Gaian Birthing - stillborn and the perilous journey through the womb - Charles Eisenstein
summary - This is a good article that makes sense of the inflection point that humanity now faces as it contends with multiple existential crisis - It summarizes the complexity of our polycrisis and its precarity and lays the theory for looking at the polycrisis from a different perspective: - as a planetary phase shift towards the potential end of scarcity and the next stage of our species evolution - Through the lens of ecologist Crawford Stanley Holling's lens of the adaptive cycle of ecological population dynamics, - and especially his 2004 paper "From Complex Regions to Complex Worlds" - Nafeez extends Holling's argument that we are undergoing a planetary adaptive cycle in which the back-loop is the dying industrial era. - In this sense, it is reminiscent of the writings of Charles Eisenstein in his book "The Ascent of Humanity", chapter 8: Self and Cosmos:, The Gaian Birth. - Eisenstein uses the the perilous journey of birth through the womb door as a metaphor of the transition we are currently undergoing.
to - paper - From Complex Regions to Complex Worlds - Crawford Stanley Holling - 2004 - https://hyp.is/KYCm2pFrEe-_PEu84xshXw/www.ecologyandsociety.org/vol9/iss1/art11/main.html?ref=ageoftransformation.org - book - The Ascent of Humanity - Chapter 8 - The Gaian Birthing - Charles Eisenstein - https://hyp.is/r8scTpG_Ee-gLTujlli5hQ/charleseisenstein.org/books/the-ascent-of-humanity/eng/the-gaian-birthing/
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major transitions “brought about on a global scale by the Internet and by climate, economic, and geopolitical changes” suggest that industrial civilisation is moving into the “back-loop” of a planetary-scale adaptive cycle
for - planetary adaptive cycle - 2004 paper - Crawford Stanley Holling - to - paper - From Complex Regions to Complex Worlds - Crawford Stanley Holling - 2004
to - paper - From Complex Regions to Complex Worlds - Crawford Stanley Holling - 2004 - https://hyp.is/KYCm2pFrEe-_PEu84xshXw/www.ecologyandsociety.org/vol9/iss1/art11/main.html?ref=ageoftransformation.org
Tags
- essay - The End of Scarcity? From ‘Polycrisis’ to Planetary Phase Shift - Nafeez Ahmed - 2024 Oct 16
- planetary adaptive cycle - 2004 paper - Crawford Stanley Holling
- planetary phase shift - Nafeez Ahmed
- to - paper - From Complex Regions to Complex Worlds - Crawford Stanley Holling - 2004
- to - paper - From Complex Regions to Complex Worlds - Crawford Stanley Holling - 2004
- planetary adaptive cycle - Nafeez Ahmed
- planetary adaptive cycle - Crawford Stanley Holling
- to - book - The Ascent of Humanity - chapter 8 Self and Cosmos: The Gaian Birthing - stillborn and the perilous journey through the womb - Charles Eisenstein
- rapid whole system change - Nafeez Ahmed
Annotators
URL
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www.ecologyandsociety.org www.ecologyandsociety.org
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for - planetary adaptive cycle - entering back-loop phase - paper - From Complex Regions to Complex Worlds - Crawford Stanley Holling - 2004 - from - essay - The End of Scarcity? From ‘Polycrisis’ to Planetary Phase Shift - Nafeez Ahmed - 2024
from - essay - The End of Scarcity? From ‘Polycrisis’ to Planetary Phase Shift - Nafeez Ahmed - 2024 - https://hyp.is/okOeDJFqEe-9ZsMEsKWR9w/ageoftransformation.org/the-end-of-scarcity-from-polycrisis-to-planetary-phase-shift/
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pmc.ncbi.nlm.nih.gov pmc.ncbi.nlm.nih.gov
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The constructal law of design and evolution in nature
for - paper - The constructal law of design and evolution in nature - Adrian Bejan - Sylvie Lorente - 2010 - from - The End of Scarcity? From ‘Polycrisis’ to Planetary Phase Shift - Nafeez Ahmed - 2024, Oct 16
from - The End of Scarcity? From ‘Polycrisis’ to Planetary Phase Shift - Nafeez Ahmed - 2024, Oct 16 - https://hyp.is/Qt8IMI74Ee--f4O18QMPFQ/ageoftransformation.org/the-end-of-scarcity-from-polycrisis-to-planetary-phase-shift/
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4thgenerationcivilization.substack.com 4thgenerationcivilization.substack.com
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for - article - Why Human (Contributive) Labor remains the creative principle of human society - Michael Bauwens - PhD thesis - From Modes of Production to the Resurrection of the Body: A Labor Theory of Revolutionary Subjectivity & Religious Ideas (2016) - Benjamin Suriano - to - P2P Foundation - more detailed presentation of Benjamin Suriano's PhD paper
Summary - This is a review and high recommendation of the PhD dissertation of Benjamin Suriano by Michael Bauwens - The subject is the historical analysis of labour in medieval times, and - how Christian monasticism provided a third perspective on labour that was an important alternative to the false dichotomy of - cleric - warrior - that was inclusive of the alienated within class majority - a proposal for revival the spirit of this spiritual view of labour - as a means to mitigate modernity's meaning crisis as it relates to the lack of purpose usually associated with work in contemporary society
to - P2P Foundation - more detailed presentation of Benjamin Suriano's PhD paper - https://hyp.is/7PeMMIxtEe-NOmuU08T3jg/wiki.p2pfoundation.net/From_Modes_of_Production_to_the_Resurrection_of_the_Body
Tags
- Deep Humanity - mitigating meaning crisis - through reviving medieval Christian monasticism's spiritual attitude towards labour
- PhD thesis - From Modes of Production to the Resurrection of the Body: A Labor Theory of Revolutionary Subjectivity & Religious Ideas (2016) - Benjamin Suriano
- - meaning crisis - reviving a spiritual attitude towards labour
- to - P2P Foundation - more detailed presentation of Benjamin Suriano's PhD paper
Annotators
URL
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- Jul 2024
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www.cecan.ac.uk www.cecan.ac.uk
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Centre for the Evaluation of Complexity Across the Nexus
for - complexity - evaluation - from - paper - Building a system-based Theory of Change using Participatory Systems Mapping
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opencollective.com opencollective.com
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Indy Learning Commons
for - Indyweb information page - Open Collective Indyweb
from - Paper Review - Participatory Systems Mapping - https://hyp.is/FSRodE0QEe-Z26cIILK6sw/journals.sagepub.com/doi/10.1177/1356389020980493
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egusphere.copernicus.org egusphere.copernicus.org
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for - social tipping point - 2023 paper - paper details
paper details - title: The Pareto effect in tipping social networks: from minority to majority - author - Jordan Everall - Jonathan. F Donges - Ilona. M. Otto - Preprint date - 20 Nov 2023 - Publication - EGUsphere Preprint Repository
summary - This is a recent 2023 paper that summarizes social tipping point research for fields of interest to me, such as climate change. - I'm reading, looking for any real world experimental validation of social tipping point in climate change - I didn't find any but still interesting
from - search - google - research on complex contagion refutes the 25% social tipping point threshold - https://www.google.com/search?q=research+on+complex+contagion+refutes+the+25%25+social+tipping+point+threshold&oq=research+on+complex+contagion+refutes+the+25%25+social+tipping+point+threshold&gs_lcrp=EgZjaHJvbWUyBggAEEUYOTIGCAEQRRhA0gEJMjAyOTRqMGo3qAIAsAIA&sourceid=chrome&ie=UTF-8 - search results returned of interest - The Pareto effect in tipping social networks: from minority to ... - https://egusphere.copernicus.org/preprints/2023/egusphere-2023-2241/
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- Jun 2024
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www.idos-research.de www.idos-research.de
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for - paper
paper - title: Carbon Consumption Patterns of Emerging Middle Class - year: 2020 - authors: Never et al.
summary - This is an important paper that shows the pathological and powerful impact of the consumer story to produce a continuous stream of consumers demanding a high carbon lifestyle - By defining success in terms of having more stuff and more luxurious stuff, it sets the class transition up for higher carbon consumption - The story is socially conditioned into every class, ensuring a constant stream of high carbon emitters. - It provides the motivation to - escape poverty into the lower middle class - escape the lower middle class into the middle class - escape the middle class into the middle-upper class - escape the middle-upper class into the upper class - With each transition, average carbon emissions rise - Unless we change this fundamental story that measures success by higher and higher levels of material consumption, along with their respectively higher carbon footprint, we will not be able to stay within planetary boundaries in any adequate measure - The famous Oxfam graphs that show that - 10% of the wealthiest citizens are responsible for 50% of all emissions - 1% of the wealthiest citizens are responsible for 16% of all emissions, equivalent to the bottom 66% of emissions - but it does not point out that the consumer story will continue to create this stratification distribution
from - search - google - research which classes aspire to a high carbon lifestyle? - https://www.google.com/search?q=research+which+classes+aspire+to+a+high+carbon+lifestyle%3F&oq=&gs_lcrp=EgZjaHJvbWUqCQgGECMYJxjqAjIJCAAQIxgnGOoCMgkIARAjGCcY6gIyCQgCECMYJxjqAjIJCAMQIxgnGOoCMgkIBBAjGCcY6gIyCQgFECMYJxjqAjIJCAYQIxgnGOoCMgkIBxAjGCcY6gLSAQk4OTE5ajBqMTWoAgiwAgE&sourceid=chrome&ie=UTF-8 - search results returned of salience - Carbon Consumption Patterns of Emerging Middle Classes- This discussion paper aims to help close this research gap by shedding light on the lifestyle choices of the emerging middle classes in three middle-income ... - https://www.idos-research.de/uploads/media/DP_13.2020.pdf
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- May 2024
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academic.oup.com academic.oup.com
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for - paper - Physiology restores purpose to evolutionary biology - Denis Noble - Raymond Noble - year - 2023
from - youtube - IAI interview - Why Dawkins is wrong - Denis Noble - https://hyp.is/eqKOYhVVEe-XVKuwMtOTTg/docdrop.org/video/dCLRKP9NW8I/
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www.researchgate.net www.researchgate.net
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for - Keith Baverstock - paper - The Gene and Appraisal
from - youtube - Biology Beyond the Gene - Denis Noble - https://hyp.is/UrvwdhVDEe-QWrPAx9y1aw/docdrop.org/video/bzXFSufDDn8/
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- Dec 2023
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docdrop.org docdrop.org
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for: James Hansen - 2023 paper, key insight - James Hansen, leverage point - emergence of new 3rd political party, leverage point - youth in politics, climate change - politics, climate crisis - politics
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Key insight: James Hansen
- The key insight James Hansen conveys is that
- the key to rapid system change is
- WHAT? the rapid emergence of a new, third political party that does not take money from special interest lobbys.
- WHY? Hit the Achilles heel of the Fossil Fuel industry
- HOW? widespread citizen / youth campaign to elect new youth leaders across the US and around the globe
- WHEN? Timing is critical. In the US,
- Don't spoil the vote for the two party system in 2024 elections. Better to have a democracy than a dictatorship.
- Realistically, likely have to wait to be a contender in the 2028 election.
- the key to rapid system change is
- The key insight James Hansen conveys is that
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reference
- paper - Global Warming in the Pipeline
- Michael Mann's critique of the paper
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- Mar 2019
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magenta.tensorflow.org magenta.tensorflow.org
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Within the frame-based loss term, we apply a weighting to encourage accuracy at the start of the note.
From Onsets and Frames paper
"we define the weighted frame loss as:
$$L_{frame}(l,p) = \begin{cases} c L'_{frame}(l,p) & t_1 \leq t \leq t_2 \\ \frac{c}{t-t_2} L'_{frame}(l,p) & t_2 < t \leq t_3 \\ L'_{frame}(l,p) & \text{ elsewhere } \end{cases}$$
where c = 5.0 as determined with coarse hyperparameter search."
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we also restrict the final output of the model to start new notes only when the onset detector is confident that a note onset is in that frame.
From Onsets and Frames paper
"We also use the thresholded output of the onset detector during the inference process, similar to concurrent research described in [24]. An activation from the frame detector is only allowed to start a note if the onset detector agrees that an onset is present in that frame."
From referenced paper [24]
"Finally, we peak pick the two-channel activation matrix to convert the framewise piano roll to a list of note events. Per note, we step through each time frame and place an onset at positions where the articulation channel is above a set threshold, and then include all frames onward until the sustain channel is under another fixed threshold, at which point we output an offset. If a new articulation is found during an active note event we simply fragment it by outputting additional offsets and onsets."
where articulation channel refers to the parallel piano-roll channel where only note frames corresponding to note onsets are active, so here onset labels (onsets = articulations in authors' lingo), and sustain channel would be our frame-level predictions corresponding to note-level frame labels.
Tags
Annotators
URL
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