Bibliographic record
Abstract
Alignment, 22-23 Alliance for Beverage Cartons and the Environment (ACE), 143 Alpa (Swedish company), 85 American Marketing Association (AMA), 34 Apple, 77, 85 Audit-based governance strategy, 202 Authentic approach, 97 Aware™, 47 INDEX principles, 34-35, 37, 43, 48, 53, 180 system, 183 from technical perspective, 41-43 Circular supply chains, 44 Circular value chain, 44 Clean energy, 69 Climate change, 119 Climate strategy, 104 Closed-loop production process, 51 Closed-loop supply chains (CLSC), 202, 204 Coca Cola, 123 Collaborative dynamics, 202 Collaborative relationships, 210 Company strategies, 29 Competing institutional logics in global markets towards sustainability, case study of, 159-161 Competing logics, 155, 163, 167 Competitive advantage, 60, 79, 238-239 de-growth lead to, 83-85 Competitive position, 2 international firms driving sustainable and ethical business practices, 2-3 structural and cultural variations between markets, 3 Consumers, 154 Convenience sampling method, 226 Conventional supply chains, 51 Conventional textile industry, 38 Cooperative advantage, de-growth strategies for, 84-85 Cooperative stakeholder networks, 45 Corporate crisis team (CCT), 211 Corporate Environment Director, 210 Corporate fashion, Schijvens response to ethical challenges in marketing, 46-50 Corporate social responsibility (CSR), 78, 94 Corporate strategy, 2, 13 Corporate Sustainable Reporting Directive (CSRD), 240, 242, 245 Corporate To Do List, 133, 135, 138-139 COVID-19 pandemic, 29, 206 Credibility, 18-19 Dairy processing, 140 Decision process, 192 Decision-making process, 145, 203 Declaration on Fundamental Principles and Rights at Work (1998), 199 Deep decarbonization of economy, 239 De-growth de-growth-adapted product design, 84 de-growth-oriented standard setting, 85 lead to competitive advantage, 83 strategies for competitive and cooperative advantage, 84-85 Design for X, 182 Design process, 40 Dishwasher, 24 Do-it-yourself (DIY), 160 Doing Mission Zero, 139, 141 Doughnut economics, 130, 133-135 Doughnut Economics Action Lab (DEAL), 133 Dunkin, 65 E-commerce context, relationships in, 222 Eco-design approach, 210 Education, 50 Electronics industry, 200 Embedded sustainability, 82-83 Emerging markets, 60 context, 94 settings, 95 Empirical data, 14 Empirical material, 161 Energy-consuming process, 42 Environment, health and safety (EHS), 209
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.009 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.012 | 0.008 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.745 | 0.767 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".