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
Calypsonians had traditionally locked horns with political and social elites. In the past, calypso wars were waged with the colonial authorities and their social allies. In the period following independence, which was achieved in 1956, the battles were waged with the People's National Movement in general and its leader, Dr. Eric williams in particular. Between 1986 and 1991, the guns of the calypsonians were trained on the National Alliance for Reconstruction (NAR) and its leader, ANR Robinson. In November 1995, the United National Congress (UNC) came to power. It was the first time that Trinidad and Tobago had to deal with a government that was dominated by Indo-Trinidadians. The calypsonians, most of whom were Afro-Trinidadians, were now faced with the task of plying their craft without appearing to be racist in what they did. Looks at the debate that took place between the political calypsonians and their critics, both Indo-Trinidadian and Afro-Truinidadian, during the period 1996-1998 in an attempt to determine the extent to whidh they succeeded in this task.
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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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