Spanish for Law Enforcement Enhanced Edition: The Basic Spanish Series - iLrnTM Heinle Learning Center, 4 terms (24 months) Printed Access Card
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
BASIC SPANISH FOR LAW ENFORCEMENT is a career manual designed to serve those in the law enforcement professions who seek basic conversational skills in Spanish. Written for use in two-semester or three-quarter courses, it presents typical everyday situations that pre-professionals and professionals may encounter when dealing with Spanish speakers in the United States at work settings such as police stations, prisons, and on the street. This second edition introduces practical vocabulary, everyday on-the-job situations, and culture notes (Notas culturales) written from a cross-cultural perspective. It provides opportunities to apply, in a wide variety of practical contexts, the grammatical structures presented in the corresponding lessons of the Basic Spanish core text.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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