Manpower in Canadian academic rheumatology units: current status and future trends. Canadian Council of Academic Rheumatologists.
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
OBJECTIVE: To examine manpower and activity profiles of attending staff, and enrollment in training programs over 3 years in academic rheumatology units in Canada. METHODS: In 1998, the Canadian Council of Academic Rheumatologists (CCAR) established a database to annually monitor trends in manpower, activity profiles, and recruitment in 15 academic rheumatology units in Canada. Information was also collected on residents pursuing subspecialty training in rheumatology. RESULTS: Between 1998 and 2000, the total number of rheumatologists increased from 157 (137 adult; 20 pediatric) to 162 (139 adult; 23 pediatric). Male to female ratio was about 2:1 and mean age increased from 48 to 49 years. About 60% of rheumatologists held fulltime positions within their academic units. In the year 2000, 57% of individuals had a substantial commitment (> or = 50% time) to clinical care activities compared to 17% for research and 3% for teaching. There were 21 unfilled positions, mainly full-time in adult rheumatology, across 12 centers. A substantial commitment (> or = 50% time) for research was identified in 11 of the unfilled positions, for clinical care activities in 6, and for teaching in one. Significant barriers to recruitment as identified by 11 centers were lack of suitable applicants (9), financial resources (5), and physical resources (3). From 1998 to 2000 the number of trainees in pediatric and adult rheumatology fell from 38 to 29 and the number of active training programs from 12 to 11. The mean age of trainees was 30-32 years, with equal representation for males and females. Over the 3 years studied, funding of trainees was provided by government (range 41-51% of trainees), The Arthritis Society (21-26%), and alternative sources (23-38%). Based on current recruitment, anticipated changes in population growth, and increased prevalence of rheumatic diseases, there will be a 64% shortfall in rheumatologists required in Canada by 2026. CONCLUSION: Rheumatology manpower in Canadian academic units needed to fulfill responsibilities in delivery of clinical services and academic programs is inadequate. Enrollment in rheumatology training programs is falling and is insufficient to meet the present and future manpower needs for patients with rheumatic diseases in Canada.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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