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
1. Introduction KAPPAyrtsis, Alexandros-Andreas and Koniordos, Sokratis Part I: Intellectual and Institutional Settings 2. Key Trends in Thought Dodd, Nigel 3. European Sociology: Its Size, Shape, and 'Excellence' Fleck, Christian and Honig, Barbara 4. European Science as a Transnational of Heilbron, Johan 5. Towards a Society: What can Tell Us? Outhwaite, William 6. The 'Linguistic Turn' and Continental Sociology: the Question of Agency and Structure 7. European Construction and Spurk, Jan 8. and the of Modernity Wagner, Peter Part II: Thematic variations 9. European Sociologies and Theories of Work Bowring, Finn and Fevre, Ralph 10. Sociology of Religion in Europe Cipriani, Roberto 11. The Emergence of a Movement Research Field Diani, Mario and Cisar, Ondrej 12. Is there a Medical Sociology? Henckes, Nicolas and Baszanger, Isabelle 13. The Spatial Turn and the of Built Environment Low, Martina and Steets, Silke 14. The Contribution to Environmental Redclift, Michael and Woodgate, Graham 15. Welfare State Studies in Saraceno, Chiara 16. of Migration? Not Yet, Not Quite Sciortino, Giuseppe 17. Social Stratification Research in Europe Scott, John Part III: Regional variations 18. Italian and Andreotti, Alberta and Benassi, David 19. Nordic Aspers Patrik, Gronow Jukka, Kaspersen Lars Bo, Mjoset Lars, Rafnsdottir Gudbjorg Linda and Sinnemaki Aino 20. Sociology in the Netherlands De Haan, Jos 21. The French Contribution to since 1945 Dobre, Michelle and Haesler, Aldo 22. Sociology in Germany (1949 to present) Fischer, Joachim 23. Portuguese Sociology: A non Cesurial Perspective Garcia Jose Luis, Graca Joao Carlos, Jeronimo Helena Mateus and Marques, Rafael 24. Contemporary in Spain Giner, Salvador and Yruela, Manuel Perez 25. The Late Ascent of the UK to a Sociological Great Power: A comment from the margins Kyrtsis, Alexandros-Andreas 26. No longer between East and West: Dialectics and paradoxes in Polish sociology Mucha, Janusz and Krzyzowski, Lukasz 27. The Re-emergence of in Russia Radaev, Vadim
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 | 0.001 | 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 | 0.002 |
| 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