Bibliographic record
Abstract
Calypso fictions and narratives, fantasies and commentaries, venture into vitally important areas of social intercourse which, because of unspoken protocols of civil discourse, remain sensitive areas of darkness. Within the freedom of performance, a space hallowed by tradition, the calypsonian has been able to discuss and comment upon taboo subjects, and in the volatile times in which we live at present, nothing is more explosive than inter-ethnic sexuality. If one wants to measure how far Trinidad and Tobago has progressed - or regressed - along the road to national unity, one needs to monitor the nation's sound sensors (puns intended) which register increasing decibels of lacouree whenever a calypso discusses intimacy between an Afro-Trinidadian male and an Indo-Trinidadian female. Songs about intimacy between the Afro-Trinidadian male and the Indo-Trinidadian female are far more common than those between Indo-Trinidadian males and Afro-Trinidadian females, partly because Afro-Trinidadian male calypsonians far outnumber their Indian ancestored counter parts. [One notes in passing that the handful of women calypsonians -Afro in the main - never discuss inter-ethnic sexuality in song].
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.
How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".