Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Foreword Jurgen Trittin, Bundesminister fur Umwelt, Naturschutz und Reaktorsicherheit (German Federal Minister of Environmental Protection, Conservation and Nuclear Safety) Introduction. Governance towards sustainability: meeting the unsustainable production and consumption challenge Dirk Scheer, Institute for Ecological Economy Research (IOW), Germany Frieder Rubik, Institute for Ecological Economy Research (IOW), Germany Part I: The governance approach of integrated product policy 1. From government to governance: political steering in modern societies Renate Mayntz, Max Planck Institute for the Study of Societies, Germany 2. Patterns and key issues of environmental governance: what's new? Andrea Lenschow, University of Osnabruck, Germany 3. Environmental governance and integrated product policy Dirk Scheer, Institute for Ecological Economy Research (IOW), Germany Part II: Integrated product policy in practice: varieties of multi-level governance 4. The European Commission's Communication 'Integrated Product Policy: Building on Environmental Life-Cycle Thinking' Klaus Kogler and Robert Goodchild, European Commission, Belgium 5. Promoting sustainable consumption and production at the international level: taking a life-cycle approach Guido Sonnemann, Adriana Zacarias and Bas de Leeuw, United Nations Environment Programme, France 6. Integrated product policy in Sweden Ylva Reinhard, Swedish Environmental Protection Agency 7. Integrated product policy in Denmark: new patterns of environmental governance? Arne Remmen, Department of Development and Planning, Aalborg University, Denmark 8. Integrated product policy: the product-related part of the Swiss government's strategy for sustainable development Christoph Rentsch, Swiss Agency for the Environment, Forests and Landscape (BUWAL) 9. Integrated product policy as a tool in environmental protection: the Bavarian perspective Hans-Christian Steinmetzer and Uwe Furnier, Bavarian State Ministry of the Environment, Public Health and Consumer Protection, Germany 10. The IPP concept: some thoughts and comments Eckart Meyer-Rutz, Federal Ministry of Environment, Nature Conservation and Nuclear Safety, Germany 11. Integrated product policy: practices in Europe Frieder Rubik, Institute for Ecological Economy Research (IOW), Germany Part III: Shaping a policy mix: understanding the challenge 12. Integrated product policy and governance: a necessary symbiosis Robert Nuij, Environmental Resources Management (ERM), Italy 13. Integrated product policy in the paper chain Ellen Frings, IFOK, Institute for Organisational Communication, Germany 14. Extended producer responsibility policies in the United States and Canada: history and status Bill Sheehan, Product Policy Project, USA Helen Spiegelman, Product Policy Project, Canada 15. Extended producer responsibility as a driver for product chain improvement Naoko Tojo, Thomas Lindhqvist and Carl Dalhammar, International Institute for Industrial Environmental Economics at Lund University, Sweden 16. The implementation of integrated product policy in southern Italy: the role of community structural funds Ivana Capozza, Orsola Mautone and Maria Angela Sorce, Italian Ministry of the Environment and Territory, Italy Part IV: Getting stakeholders involved: product innovation along the value chain 17. Complexity management with interpretive schemes: the contribution of integrated chain management to integrated product policy Uwe Schneidewind, Maria Goldbach and Stefan Seuring, Carl von Ossietzky Universitat Oldenburg, Germany 18. Multi-stakeholder approaches to product development Esther Hoffmann, Institute for Ecological Economy Research (IOW), Germany 19. The determinants and effects of environmental product innovations Katharina-Maria Rehfeld, German Chamber of Commerce, China 20. Integrated product policy: an integral part of corporate practice Claudia Wohler, Federation of German Industries (BDI), Germany 21. Small and medium-sized enterprises and integrated product policy: attitudes and barriers Paolo Masoni and Roberto Buonamici, Italian National Agency for New Technology, Energy and the Environment (ENEA), Italy 22. Notion marketing and praxis transfer: how to bring IPP into reality or how to bring reality into IPP Siegfried Kreibe and Michael Schneider, Bavarian Institute of Applied Environmental Research and Technology (BIfA), Germany
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it