Bibliographic record
Abstract
HIGHLY OFFENSIVE FERENGI: RACIAL ISSUES AND STAR TREK'S MULTICULTURAL DEEP SPACE NINE STAR TREK: DEEP SPACE NINE is the third official Star Trek series based on the ideas of the late Gene Roddenberry. The popularity of the Star Trek series has earned them an honoured place in America's popular culture.(1) Likewise, scholarly attention to Star Trek points to its importance to the study of media culture.(2) Star Trek, even before its broadcast of television's first interracial kiss, has always had two missions. The first, its entertainment mission as part of the television industry, is the well known: "Its five year mission is to explore strange new worlds, to seek out new life and new civilizations, to boldly go where no man [sic] has gone before."(3) Deep Space Nine's creators, Berman and Pillar, state the second is the less publicly articulated mission of addressing matters of socio-cultural...
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 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".