Health Human Resources Guidelines: Minimum Staffing Standards and Role Descriptions for Canadian Cystic Fibrosis Healthcare Teams
Bibliographic record
Abstract
In cystic fibrosis clinics across Canada, the most common barrier that healthcare workers face when providing care to their patients is having too little time. The Health Human Resources Guidelines were developed to define specifically what amounts of time should be allocated for each discipline of cystic fibrosis clinical care and to provide a description of all the roles involved, reinforcing how these work together to provide comprehensive multidisciplinary care. With involvement from all cystic fibrosis clinics in Canada, through the use of a tailored survey, the Health Human Resources Guidelines are an exclusively Canadian document that has been developed for implementation across the country. The guidelines have been incorporated into a national Accreditation Site Visit program for use in evaluating and improving care across the country and have been distributed to all Canadian cystic fibrosis clinics. The guidelines provide hospital administrators with clear benchmarks for allocating personnel resources to the cystic fibrosis clinics hosted within their institutions.
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 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 | 0.018 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 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".