Reference Mode Preferences of Community College (Two-Year) and Four-Year College Students: A Comparison Study
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
Abstract
 
 Objective – The purpose of this study was to examine the reference service mode preferences of community college (two-year) and four-year college students.
 
 Methods – The researchers administered a paper-based, face-to-face questionnaire at two institutions within the City University of New York system: Hunter College, a senior college, and Queensborough Community College, a two-year institution. During the summer of 2015, the researchers surveyed 79 participants, asking them to identify their most and least preferred mediums for accessing library reference services. 
 
 Results – Nearly 75% of respondents expressed a preference for face-to-face reference, while only about 18% preferred remote reference services (online chat, e-mail, text message, and telephone). Close to 84% of the participants cited remote reference services as their least preferred modes and slightly more than 10% said this of face-to-face. The data reveal a widespread popularity of face-to-face reference service among all types of participants regardless of institutional affiliation, age, gender, academic level, field of study, and race or ethnicity. 
 
 Conclusion – This study suggests that given the opportunity academic library users will utilize face-to-face reference service for assistance with research assignments. Academic libraries at both two-year and four-year institutions might consider assessing user views on reference modes and targeting support toward services that align with patron preferences.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.517 |
| Open science | 0.001 | 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 it