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
This paper draws upon Malcom Gladwell's notion of 'The Tipping Point' in the context of the development of new broadband services. The new Rudd Labor government has committed $4.7 billion of Australian government capital to assist in the construction of a new national fibre broadband network. Broadband platforms have enabled a different service paradigm from all of their predecessors, and three categories of broadband services are discussed here---called managed, unmanaged, and publicly supported services. Examples of related service innovations are drawn upon from overseas models, particularly The Netherlands and Canada. The notion of the 'tipping point' is then examined in the context of three different end-user domains related to broadband systems; namely social networking sites, community ownership models that build community services, and the vexed eHealth service domain. The government National Broadband Network (NBN) tender process appears to have given little attention to what services are likely to be acceptable to, or needed by, Australian broadband consumers in the future. Hence a call is made for the 'tipping point' that is so much needed---a new policy framework that will provide constructive consumer participation on key policy decision making.
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 | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 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