The research enterprise at Canadian Memorial Chiropractic College.
Bibliographic record
Abstract
OBJECTIVES: A bibliometric survey was conducted, using network and textual analysis tools, to assess the current state of the research enterprise at Canadian Memorial Chiropractic College and to augment planning processes. METHODS: Searches were conducted via several databases to identify publications attributable to the institution. Bibliometric data were summarized and post-processed using the programme VosViewer and analysis tools provided in the Web of Science. RESULTS: Canadian Memorial Chiropractic College is a productive source of peer-reviewed publications supported by a diverse suite of funding agencies and collaborating institutions, and published across a broad range of journals. CONCLUSIONS: As a private, single-purpose educational institution, awarding a qualification only in chiropractic, Canadian Memorial Chiropractic College probably performs well in its class of institution in terms of research productivity. However, assessment is constrained by inconsistencies on the part of authors, journals and databases in archiving data.
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.
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 | 0.012 | 0.051 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.031 | 0.066 |
| Science and technology studies | 0.008 | 0.002 |
| Scholarly communication | 0.010 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.016 | 0.002 |
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".