Students Academic Achievement at University as Determined by their Communication Skills
Bibliographic record
Abstract
This study investigates into the academic achievement (AA) of university students as determined by their Communication Skills (CS). The effect was measured on the basis of gender, locality, semester and program of study. The researchers developed their research instrument by adapting from two questionnaires. On was the research instrument used at the College of Physiotherapists of Ontario (n.d.); and the other was the “QuestionnaireVerbal Communication” (Pierrete Desrosiers, n.d.). Taking Sargodha district as the population, conveniently sampled 160 students from the University of Sargodha were surveyed through the questionnaire. The study was quantitative in nature. The findings of the study concluded that n students’ CS yielded any effect on their AA. Also, the students at all levels (semesters) and in all programs were reported to have equivalent level of CS. However, it was interesting to note that the level of both CS was prominently higher as perceived by the students.
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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 | 0.000 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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; both teacher heads agree on what is shown here.
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".