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cofrian / upv-earth-planetary-boundaries

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Mapping UPV scientific production onto the nine Planetary Boundaries: corpus pipeline, PB ontology, TF-IDF/SPECTER baselines, local LLM classification with abstention, an auditable agent cascade, and a review platform.

nlp portfolio sustainability tf-idf scientometrics multi-label-classification climate-change specter sentence-embeddings rag fastapi scibert llm ollama qwen research-assessment llm-agents planetary-boundaries portfolio-featured portfolio-research
  • Updated Jul 16, 2026
  • Python

pablobernabeu / Unlock_the_Lab

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Unlock the Lab is an educational tool designed to develop science literacy by training participants to evaluate research quality using evidence-based criteria. The application presents fictional research scenarios and challenges users to predict peer consensus on research quality, creating an engaging environment to practise science literacy.

science firebase web-application open-science webapp clickbait open-scholarship science-literacy science-education metascience stem-education research-assessment
  • Updated Jul 18, 2026
  • HTML

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