SATISFACTION ON INSTRUCTIONAL MODULES PREPARATION SEMINAR-WORKSHOP OF WESTERN PHILIPPINES UNIVERSITY
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
study determines the level of satisfaction on instructional modules preparation seminar-workshop conducted at Western Philippines University during the first quarter of the year of the Academic Year 2020-2021.Quantitative descriptive approach, survey questionnaire, frequency, mean, and percentages was used in the study.The respondents Strongly Agree, on The trainers were knowledgeable about the training topics.The majority of respondents from both Campuses rated the training workshop as Excellent, and respondents need time allotment for each topic in the training workshop should be implemented.Respondents also shared that Facilitators should assist the participants during the workshop.Respondents in Puerto Princesa City campus sees improvement should be made to the Completeness of training materials.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it