Representations of scientists in Canadian high school an college textbooks
Bibliographic record
Abstract
This study investigated the representations of a select group of scientists (n¿=¿10) in a sample of Canadian high school and college textbooks. Drawing on semiotic and cultural-historical activity theoretical frameworks, we conducted two analyses. A coarse-grained, quantitative analysis of the prevalence and structure of these representations exhibited bias toward particular scientists' representations and particular types of texts and inscriptions therein, suggesting a domain-specific rhetorical structure. A fine-grained, qualitative analysis of scientists' representations revealed that high school and college textbooks represent: (a) objects of scientific practice as projected or anticipated independently from human activity; (b) scientists' individual actions aiming at the creation of non-tangible tools and rules by means of observation, modification, or manipulation of given, tangible objects; (c) scientific practice as isolated due to which the simultaneous belonging to different practices hardly determines the goals of scientists' actions; and (d) scientists as part of a small community of mainly other scientists who subsequently determine each other's individual actions. The implications of these outcomes were discussed.
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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 | 0.004 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".