Why this work is in the frame
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Bibliographic record
Abstract
Purpose The purpose of this paper is to focus on the perceptions that undergraduate students formed and provides further insight into the relationship between perceived teaching quality (with its descriptors) and student motivation. Design/methodology/approach The paper reports the findings from a survey of student perceptions of quality teaching and its interaction with various motivational orientations that students exhibit in higher education. The proposed hypotheses and conceptual model were tested using regression and correlation analyses, as well as analysis of variance from a survey of 271 undergraduate students in programs at two different universities. Findings The findings document the explanatory role of various motivations in students' perceptions of teaching quality: correlation analysis found intrinsic motivation to be positively correlated with the perceived teaching quality, while extrinsic motivation was found to be moderately correlated, suggesting that motivational orientation dimensions are influential in students' assessments of their teaching experience in school. Intrinsic motivation with its possible states and factor loadings showed strong positive impact on the teaching quality and students' evaluation, even after accounting for the reputation (general opinion) of the educational institution (or program). Thus, we cannot ignore the value‐added nature of various motivational orientations and their influence upon the perceptions of students. Surprisingly, few differences in perception based on gender, age, and country of birth (ethnicity) were found. Young students (less than 25‐year old) and Canadian‐ and American‐born students exhibited significant negative reactions (difference) to perceived teaching quality; in contrast, female students exhibited positive reactions towards it. Practical implications The results presented here will assist researchers, professors, and higher‐education administrators by capitalizing on students' existing intrinsic motivation and understanding the relationship between student perceptions of teaching quality and their degree of motivation to further expand and implement a better quality‐assurance educational system. A viable strategy to enhance and further motivate students extrinsically and intrinsically in their learning will significantly enhance their perceptions. Originality/value The article explores for the first time the link between students' motivational orientations and their perceptions about teaching quality.
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) | 0.000 | 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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