On Butterflies and Silences: Exploring Teachers' and Students' Experiences in High School Biology Classrooms
Bibliographic record
Abstract
This paper is a hermeneutic inquiry into how students and teachers experience the biology classroom and how they navigate between expectations from external factors leading to classrooms that are focused on memorizing facts and the desire to engage students deeply in the discipline of biology. From data collected from semi-structured interviews with teachers and students, and an open-ended questionnaire, the paper explores the experiences and assumptions about teaching biology that is prevalent in the classroom. The inability of teachers or students to be able to point to memorable experiences within the classroom leads to a discussion of students’ experience of biology as a passive transmission of facts that are often considered irrelevant and boring. The paper explores the teachers’ sense of conflict between wanting to instill a love for biology in their students and their perceived role in preparing students to memorize information for tests and prepare students for post-secondary school.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.018 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.011 | 0.018 |
| Scholarly communication | 0.008 | 0.006 |
| Open science | 0.003 | 0.011 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".