"Whom Science' Hand has Drawn So Near": The Canadian Journal - Scientific Periodical, 1851-61
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
As the first periodical in Canada West devoted to matters of science and technology, the Canadian Journal represents an important development in the growth of an intellectual and academic culture in the Colonies. The Journal was established to serve as the record of the proceedings of the Canadian Institute, founded by Royal Charter in 1851 and devoted to encouraging and advancing "the Arts and Manufactures" and to facilitating the acquisition and dissemination of knowledge connected with engineering, architecture, and surveying. The Journal initially complied with these preliminary guidelines but it gradually evolved in new directions as the focus of both the Institute and its periodical shifted to meet the changing needs of a scientific community in a structurally shifting society. The changes in the journal over its first years illustrate the way an emergent scientific community interacted with, and indeed contributed to, an economy that was making its first, tentative steps toward capitalism and all that capitalism brought with it.
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.
Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | Science and technology studies Domain: not available · Genre: Empirical About the Canadian research system: yes · About a Canadian topic: yes | Not applicable | low |
| gpt | Science and technology studiesScholarly communication Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: yes | Qualitative | high |
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 | 0.995 | 0.995 |
| Scholarly communication | 0.999 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 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 it