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
The growing number of Syrian refugees in Jordan broadens the importance of exploring Jordanians’ attitudes toward increasingly protracted Syrian refugees. The purpose of this study is to examine the extent to which demographic and socio-psychological variables shape Jordanians’ attitudes toward Syrian refugees. The study design is mainly quantitative with a qualitative technique to support and expand upon the study findings. Data were collected from 199 Jordanians over a sixteen-week period in 2015. Quantitative data were analyzed using a hierarchal regression method. The results reveal that attitudes toward Syrian refugees in Jordan are determined by issues such as unemployment and pressure on resources. Income, geographical location and patriotism were found to have statistically significant influence on Jordanians’ attitude toward Syrian refugees. Jordanians who live in the North of the country (large number of Syrian refugees reside in this area), high income Jordanians, and Jordanian with high level of patriotism hold the least positive attitudes toward Syrian refugees.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.003 |
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