TEACHING THE NATURE OF SCIENCE THROUGH STORYTELLING: SOME EMPIRICAL EVIDENCE FROM A GRADE 9 CLASSROOM
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
The instructional question of how to teach ideas about the nature of science effectively has been a challenge, but, according to the literature, explicit teaching appears to be the best way. However, the use of narratives, which incorporate actual events from the history of science, can also help illustrate the human and the larger socio-cultural context in which scientific knowledge was developed. Such context facilitates students’ understanding of science as a human endeavour, which is characterized by successes and failures as well as problems and struggles. It makes them aware of the fact that scientific knowledge is tied to human hopes, expectations, passions, and ambitions. Moreover, the use of narratives can help students understand such ideas as: scientific knowledge, while durable, is tentative and subject to revision, people of both sexes and from many countries have contributed to the development of science, science is a creative activity, science has a socio-cultural dimension, and also that there is not a standard scientific method, as scientists use a variety of approaches to explain the natural world. A recent empirical study provides evidence that such ideas can indeed be understood by 9th graders.
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 | 0.005 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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