Bibliographic record
Abstract
This study was conducted to examine the traits and goals of students enrolled in the ESL program at Clark College in Vancouver, Washington over the past two academic years (1992 and 1993). The study looks at the degree of awareness that these students have of further educational opportunities in the academic and vocational areas, and the degree to which the ESL program at Clark College engenders this awareness. Data was collected from two cohorts of students enrolled in the ESL program on two separate occasions, each approximately one year apart. The goals of the study included the following: ( 1) gathering background data for the students attending the ESL program; (2) collecting information regarding students' past and present knowledge of computer technology; (3) awareness of the financial aid programs available; (4) future goals in the areas of education and employment. Comparison of the responses from the two cohorts provides instructors and administrators a clear picture of the students they are serving and provides the rationale for providing the material and logistical support required to allow ESL students to enter into mainstream programs at the community college level.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".