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
加拿大Alberta省的阿尔伯达超级网络(Alberta SuperNet)在今年第一期IEEE Spectrum杂志上被评为将来宽带网络和业务发展的模型。为追踪这个网络的发展历史，本期专栏找到了美国华尔街公司报告(WSCR）2002年6月采访主要建设商Axia NetMedia公司首席执行官Arthur R．Price先生的访谈文章和其它一些相关资料。阿尔伯达超级网络的信息给我们提供的重要启示是：宽带网络的发展在促进社会信息化的同时，也要做到有利于减小社会的数字鸿沟。21世纪的到来，使日本东京一个城市的电话总数超过整个非洲，欧洲芬兰一个国家的电脑主机总数超过拉丁美洲，
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.004 |
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