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
Developed by Montfort and Bogost (2009) for their research on the Atari Video Computer System, platform studies analyzes the hardware and software environment through which media are interacted with. However, there needs to be more research in this area focusing on early mobile media platforms. This article considers the Cybiko Computer, a short-lived handheld computer marketed primarily to youth in the United States in the early 2000s. Featuring a monochrome LCD screen and a small QWERTY keyboard, the Cybiko was an early example of a device capable of various gaming, utility, and communication functions through numerous applications well before such multifunctionality became standard among mobile devices. These many applications were provided for free through Cybiko’s website, similar to modern app stores. The device was also promoted as an open platform for developers, leading to a variety of 3rd party applications. The Cybiko could also serve as an MP3 player via an add-on accessory. These features, mirroring those of later smartphone devices, should have seemingly ensured Cybiko's success. However, ineffective and inconsistent marketing, lack of cellular connectivity, and the rapid release of an upgraded version one year after the device’s debut led to its failure. Despite this, the Cybiko is a significant case study providing insight into how a device ahead of its time in terms of features can fail to gain wide adoption.
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 | 0.000 | 0.000 |
| 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