"Forever Blowing Bubbles": Deflating Web 2.0
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
Since Tim O'Reilly coined the phrase in 2004, there has been much ado about Web 2.0 as a democratizing force – a global conversation characterized by “grassroots participation, forging new connections, and empowering from the ground up” (Granick, 2006). Technological utopians claim that Web 2.0 is revolutionizing our political processes by encouraging user participation and open discussion of social issues. Additionally, Web 2.0 has become an industry buzzword haphazardly attached to any start-up seeking venture capital (Gilman, 2007). With the ubiquity of sites like Twitter, Facebook, and YouTube, many online businesses are eager to capitalize on the tantalizing idea behind Web 2.0: create a site and have users do most of the “grunt” work in the site-building process for free via user-generated content. However, in spite of these assumptions, Web 2.0 sites have failed to produce results to justify this optimism. This paper aims to challenge two commonly held notions regarding Web 2.0. First, that it facilitates open discussion of social issues, thereby acting as a democratizing force in society, and second, that it is a largely successful and lucrative business model. In doing so, the paper suggests that Web 2.0 constitutes a second coming of the dot-com bubble.
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 | 0.002 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.004 | 0.001 |
| 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