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 seasonality of Ghanaian economic activities such as agriculture, consumption, money supply among others which affect exchange rate gives the impression that, the Cedi – US Dollar rate also follows a particular pattern within the year. Using quarterly interbank Exchange rate data from 2000 to 2014, sourced from Bank of Ghana,this study has established the quarterly behaviour of the Cedi against the US Dollar. To achieve this, both statistical analysis and econometric model including trend, F – Test, K – Test and regression were computed with the aid of X-12 Census ARIMA program provided by the US Census Bureau. Whiles the trend analysis suggest seasonal depreciation of the Cedi with peak in the fourth quarter, the regression results indicates statistically insignificant average mean difference between the quarters. However, the moving seasonality test showed a cyclical pattern of seasonal frequencies evolving from year to year. The general conclusion we established from the study is that depreciation of the Ghana cedi to the dollar follows a moving seasonality with a pattern constantly repeated year to year
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 | 0.004 | 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 | 0.000 | 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