Western Educational Longitudinal Study (WELS) Baseline Survey of Students Entering Western in the Fall, 2009
Bibliographic record
Abstract
The 2009 WELS survey of incoming freshmen (the Survey) continues the Office of Survey Research’s (OSR) efforts to collect information on all students prior to the start of their academic careers at Western Washington University. This survey represents the initial contact in a longitudinal process that makes additional inquiries of students at the end of their sophomore year, when they graduate from the university, and one to two years after graduation. The purpose of the incoming freshmen survey is threefold: (1) to assess student needs based upon their self-reported characteristics, perceptions, and concerns; (2) to provide data that can assist university assessment and accreditation activities; and (3) to provide baseline observations of students prior to their Western experience which can be used to forecast and enhance student success. The OSR uses a mixture of online and telephone survey methodologies to obtain survey responses. Incoming freshmen who attended Western’s Summerstart program were provided an opportunity to complete this survey as part of their Summerstart experience. Students not attending Summerstart and those who chose not to complete the survey while at Summerstart, were invited to complete the survey via e-mail. After the initial e-mail, OSR sent e-mail reminders to non-responders twice. These reminders were followed by phone calls placed by WWU students encouraging completion of the survey. The survey was then left open until the weekend before Fall quarter courses began on campus. Of the 2,696 Fall 2009 freshmen, 2,454 responded to the survey (a response rate of 91.0%). Of the 2,454 respondents, 2,306 provided responses to the final question of the survey suggesting low attrition during the survey. This report provides data from all questions that lent themselves to a numerical summary and lists the open ended questions asked of students. Responses to the open-ended questions are available upon request.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.004 |
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 source (direct Gemma or distilled Codex), 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".