Adapting the Structurationist View of Technology for Studies at the Community/Societal Levels
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
The multilevel framework proposed in this chapter is particularly useful for research involving complex and multilevel interactions (i.e., interactions involving individuals, groups, organizations and networks at the community, regional or societal levels). The framework is influenced by three theoretical perspectives. The core foundation comes from the structurationist view of technology, a stream of research characterized by the application of structuration theory to information systems (IS) research and notably influenced by researchers like Orlikowski (2000) and Walsham (2002). In order to extend the framework to encompass research at the community/societal levels, concepts from social shaping of technology and from contextualism have been integrated. Beyond sharing a number of ontological and epistemological assumptions, these three streams of thinking have been combined because each of them offers particular concepts that are of great value for the kind of studies the authors wish to put forward: investigating the influence of information and communication technology (ICT) from a structurationist standpoint at levels that go beyond the organizational one.
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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 | 0.003 | 0.001 |
| 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