The influence of instructional methods on the quality of online discussion
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 In this case study, we examined the influence of five groups of communication activities on the quality of students’ contributions to online discussion. The activities were the nominal group technique, debate, invited expert, WebQuest and reflective deliberation. Quality of discussion was operationalised as cognitive presence , a construct developed to investigate the role of critical discourse in higher, distance education contexts. Using the quantitative content analysis technique, the postings of 19 students in an undergraduate university course were assigned to one of the four categories of cognitive presence. Across the five activities, the proportion and number of contributions categorised in the highest phases of cognitive presence was low (20.21%), but was highest during the Webquest and debate activities. There are three advantageous qualities of these two activities, we argue: They were well structured. They provided clearly defined roles and responsibilities for the students. They provoked the students to explicitly confront others’ opinions.
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 | 0.004 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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