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Enregistrement W7116424029 · doi:10.5281/zenodo.17986171

D8.2 Final Synthesis and Roadmap for further evolution of the pan-AOSS

2025· article· W7116424029 sur OpenAlexaboutno aff
Arild Sundfjord, Jeremy Wilkinson

Notice bibliographique

RevueZenodo (CERN European Organization for Nuclear Research) · 2025
Typearticle
Langue
DomaineHealth Professions
ThématiqueIndigenous Studies and Ecology
Établissements canadiensnon disponible
Organismes subventionnairesEuropean Commission
Mots-clésArcticIndigenousThe arcticCorporate governanceResource (disambiguation)Traditional knowledgeClimate changeEarth system science

Résumé

récupéré en direct d'OpenAlex

The Arctic is undergoing unprecedented environmental transformation, with temperatures rising nearly four times faster than the global average. These dramatic changes, such as melting ice, extensive wildfires, and shifting ecosystems, demand a coordinated, adaptive, and inclusive approach to environmental monitoring. This requires a shift away from fragmented and siloed efforts and towards a more cohesive network. One that is inclusive of scientific knowledge, Indigenous Knowledge, and local knowledge, while delivering actionable knowledge for decision-makers, businesses, researchers, and local people alike. Arctic PASSION, an EU and Canadian funded initiative, has spent the past four and a half years working together in international collaboration to build this vision by strengthening the components and connection of the many observing systems that make up the Arctic Observing System of Systems (AOSS). By doing so Arctic PASSION has enhanced our capacity to monitor, interpret, and respond to Arctic change in ways that are both scientifically robust and socially relevant. At its core, the AOSS addresses a fundamental challenge: no single organisation or technology can comprehensively monitor the vast, complex Arctic environment. Instead, the system connects diverse observing efforts, from satellite networks to community-based monitoring, into an interconnected framework that produces reliable, accessible information for climate adaptation, sustainable resource management, and emergency response. Arctic PASSION has significantly advanced this system by fostering inclusive governance structures that empower Indigenous Peoples and Arctic residents as equal partners in observation design and implementation.The project's co-creation of the Event Database of Community-Based Monitoring stands as a groundbreaking achievement, preserving and presenting previously unreleased Indigenous Knowledge while providing unprecedented insights into Arctic environmental change. Similarly, the establishment of Shared Arctic Variables Expert Panels has created structured platforms where Indigenous knowledge holders collaborate with scientists to define observing priorities that reflect both cultural values and scientific rigor. The project has also significantly advanced how Arctic data is collected, processed, and utilized for society. Through innovative services such as the Arctic Landscape EXplorer (ALEX) for permafrost monitoring, the Integrated Fire Risk Management (INFRA) service for wildfire information and many more, Arctic PASSION has demonstrated how observations can be transformed into practical tools for community resilience and policy development. These services, partly co-designed with Indigenous communities and local authorities, exemplify the project's commitment to making data not just available, but truly actionable. The enhancement of data interoperability, semantic mapping and catering the SAON Data Portal has further ensured that Arctic information can flow seamlessly between scientific repositories and decision-making processes, adhering to both FAIR, CARE and TRUST principles to maintain ethical standards and cultural relevance.In the field of Arctic observation and monitoring governance Arctic PASSION has played a pivotal role in strengthening international coordination. The project's successful advocacy for 'GEO Convener' status for Arctic GEOSS has elevated the region's profile in global observing systems, while its support for the Arctic Ocean Regional Alliance (ArORA) and the expansion of the Distributed Biological Observatory (DBO) concept has established a stable framework for marine observations, and the support of INTERACT has strengthened the terrestrial network. Intense interaction with local and regional policy and decision-making players offered important insights into their needs and their offerings. These governance advancements have been complemented by efforts to maintain dialogue during geopolitical disruptions, ensuring that Arctic observing remains a collaborative endeavour even in challenging circumstances. Looking ahead, the future of the AOSS must build on such foundations while addressing persistent challenges. Sustainable, long-term funding remains critical to maintain observing networks that can detect and respond to Arctic changes over decades rather than project cycles. The inclusion of Indigenous Peoples and other Arctic residents must continue to evolve from consultation to genuine co-leadership, with simplified and accordingly realigned funding processes. Holistic approaches including different Knowledge Systems are needed and require open minds and capacity building on all sides. Science - policy/decision-making communication channels need strengthening to ensure that research informs action and that societal needs guide observing priorities. Advances in technologies like AI, autonomous systems and community-based monitoring will reshape the AOSS. These and other developments must be carefully balanced with ethical considerations and Indigenous data sovereignty principles.The Arctic PASSION experience has shown that building a truly effective observing system requires more than technical solutions, it demands trust, meaningful engagement, and a commitment to equity at every level. Our project's most relevant legacy lies not just in the tools and services it has developed, but in the collaborative relationships it has fostered between scientists, Indigenous communities, and local decision- and policymakers. As climate change continues to reshape the Arctic at an accelerating pace, this integrated, inclusive approach to observing will be essential for developing the resilience and adaptive capacity needed to navigate the challenges ahead. The time has come to transition from demonstration projects to sustained implementation, ensuring that the AOSS becomes a funded, permanent, yet evolving system that serves both the Arctic and the global community for the future.

Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.

Comment cette classification a été obtenuedéplier

Prédiction machine sur la base complète

Imitation des enseignants

Ni prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.

score de la tête « metaresearch » (Codex)0,016
score de la tête « metaresearch » (Gemma)0,021
Version: metacan-v3-hybrid-931329e0061cStatut de validation: machine_predicted_unvalidated
Catégories candidatesaucune
Catégories consensuellesaucune
DomaineSignal candidat: aucune · Signal consensuel: aucune
Devis d'étudeSignal candidat: Sans objet · Signal consensuel: aucune
GenreSignal candidat: Autre · Signal consensuel: Autre
Score de désaccord entre enseignants0,108
Score d'incertitude au seuil0,360

Scores du classifieur distillé par catégorie (deux têtes)

CatégorieCodexGemma
Métarecherche0,0160,021
Méta-épidémiologie (sens strict)0,0020,000
Méta-épidémiologie (sens large)0,0010,002
Bibliométrie0,0070,007
Études des sciences et des technologies0,0020,002
Communication savante0,0080,009
Science ouverte0,0030,008
Intégrité de la recherche0,0040,005
Charge utile insuffisante (le modèle a refusé de juger)0,1080,022

Scores machine (provisoires)

Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.

Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.

Tête enseignante Opus0,055
Tête enseignante GPT0,313
Écart entre enseignants0,257 · la distance entre les deux têtes enseignantes sur ce seul travail
Statut de validationscore_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découle

Classification

machine, non validée

Prédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.

Les modèles n’ont appliqué aucune catégorie : rien dans la taxonomie ne correspondait à ce travail.
Devis d'étudeSans objet
Domainenon disponible
GenreAutre

Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».

En bref

Citations0
Publié2025
Routes d'admission1
Résumé présentoui

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