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
Social Constructionism: Sources and Stirrings in Theory and Practice offers an introduction to the different theorists and schools of thought that have contributed to the development of contemporary social constructionist ideas, charting a course through the ideas that underpin the discipline. From the New Science of Vico in the 18th century, through to Marxist writers, ethnomethodologists and Wittgenstein, ideas as to how socio-cultural processes provide the resources that make us human are traced to the present day. Despite constructionists often being criticised as 'relativists', 'activists' and 'anti-establishment' and for making no concrete contributions, their ideas are now being adopted by practically-oriented disciplines such as management consultancy, advertising, therapy, education and nursing. Andy Lock and Tom Strong aim to provoke a wider grasp of an alternative history and tradition that has developed alongside the one emphasised in traditional histories of the social sciences.
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 | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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