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
案例主要讨论二手电商平台闲鱼的发展。闲鱼成立于2014年，是阿里巴巴旗下子公司。案例描述了闲鱼三个阶段的发展情况：闲鱼创立起步时制定与众不同的“闲置交易社区”的战略，发展期深耕社区，建立对用户和产品同时驱动的商业模式，通过一系列商业行动，2017年闲鱼的市场渗透率接近80%，从二手闲置行业的后进者变为领先者。之后面对转转的竞争，闲鱼转型平台，在轻运营模式下大力拓展品类和边界保持了竞争优势。然而，在二手闲置行业增速放缓、竞争日益激烈、平台诚信被质疑等不利因素之下，闲鱼面临不少挑战。闲鱼负责人下一步应该怎么做，才能保持领先地位呢？
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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