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Recherches sur la Sustainability

2023· book-chapter· fr· W4391828489 on OpenAlexaff
Khadija Al Arkoubi, Fadoua Tahari

Bibliographic record

VenueEMS Editions eBooks · 2023
Typebook-chapter
Languagefr
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsMusée de la Civilisation
Fundersnot available
KeywordsEnvironmental science

Abstract

fetched live from OpenAlex

Le développement durable a toujours été au centre des priorités mondiales. En 2015, l’Assemblée Générale des Nations unies a adopté « Transformer notre monde : le Programme de développement durable à l’horizon 2030 » en engageant ses membres dans le défi collectif d’atteindre 17 Objectifs de Développement Durable (ODD). Ces ODD universels et interdépendants visent à assurer la croissance mondiale dans cinq domaines vitaux, les « 5P » : Personnes, Planète, Prospérité, Paix et Partenariats. Cet agenda intégré et ambitieux qui s’attaque aux grands défis auxquels l’humanité est confrontée a été mis en péril dans nombreux pays par la Covid-19. Cette pandémie a révélé des disparités stupéfiantes et a compromis le bien-être des populations à l’échelle internationale. Ce chapitre analyse comment le Maroc a fait face aux défis sociaux, économiques et environnementaux. D’abord, nous mettons en lumière les efforts du Maroc en matière de développement durable. Nous discutons ensuite sa mise en œuvre des ODD ainsi que les résultats obtenus. Finalement, nous soulignons les obstacles rencontrés dans ce processus et nous proposons quelques recommandations pour accélérer les progrès du pays.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.031
Threshold uncertainty score0.102

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.009
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.006
Science and technology studies0.0040.006
Scholarly communication0.0110.009
Open science0.0020.005
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0310.010

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.173
GPT teacher head0.322
Teacher spread0.149 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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Same venueEMS Editions eBooksSame topicFrench Urban and Social StudiesFrench-language works237,207