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
A central focus which emerges from this first open issue of 2018 is the way in which subjects are positioned through the use of language, and languages, within ‘pedagogic discourse’ (after Bernstein, 2000). Whether it be the students positioned as consumers in today’s UK universities (Collins), international students travelling from across Asia to a Taiwanese university to study in English (Lin); schools and colleges ranging from Catalonia to Canada who support migrant children and students learning the language(s) of the host country( Mady; Petreñas, Lapresta &Huguet) or a conversation between two researchers engaging one postgraduate student recently arrived at a European university, and remotely relayed between their various offices (Amadasi & Holliday),what most of these papers demonstrate is that ‘pedagogic subjects’ –pupils, learners and students -can no longer be viewed as ‘cultural dopes’ within diverse global educational systems; rather they can engage agentively with the ideologies (e.g. Collins) and resources of these systems to advance their own needs (e.g. Mady) and negotiate their own positions (e.g. Lin). Furthermore, this negotiation often entails a manipulation of the many languages which subjects have at their disposal: not only the often multiple languages with which many immigrants are endowed, arriving expectantly at the borders either for study or for longer term sojourn, but also those with which they engage as they navigate their way into a foreign ‘culture’. Several of the contributors to this issue (e.g. Collins;Lin; Petreñaset al.)also demonstrate once more that it is simply not possible to attribute decontextualized, supposedly universal, attributes to learners derived from their first language, ethnicity or religion, but rather that attributes are adopted by learners -often knowingly –which are specific to, and contingent upon, the educational and social contexts within which they find themselves. Nevertheless, pedagogic discourse is inevitably intertwined with the discursive constitution of political systems and nation states, however ‘imagined’ these may be (Anderson, 1983). And so we round off the papers in this issue with Xiaoping Wu’s welcome analysis of ‘stance’ in news reports published in the press of the different state actors in the Sino-Japanese territorial dispute, which affords us considerable insight into just how the –often adversarial -political ideologies of these ‘imagined communities’ are created.
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 | 0.004 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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