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
Apple's $1,000 iPhone is a tough sell to Chinese consumers jittery over an economic slump and the trade war with Washington. Demand for iPhones is slipping in China, which accounts for one-third of the smartphone industry's global handset shipments.Apple CEO Tim Cook has told shareholders that demand for iPhones is waning and revenue for the last quarter of 2018 will fall well below projections.He has traced the decrease mainly to China.Research firm IDC says shipments in China fell 10 percent from a year earlier to 103 million handsets in the quarter ending in September....and it expects last yearâs total Chinese purchases to shrink by 8 to 9 percent compared with 2016.Apple is just the latest global company grappling with growing Chinese consumer anxiety....amid an economic slump and the trade war with the U.S.Apple says demand for iPhones is waning in China. CEO Tim Cook says fourth-quarter revenue will fall well below projections. Research firm IDC expects 2018's total Chinese purchases to shrink by 8 to 9 percent compared with 2016. Apple is the latest company grappling with growing Chinese consumer anxiety
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.012 | 0.013 |
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