Health information support provided by professional associations in Canada
Bibliographic record
Abstract
BACKGROUND: Healthcare practitioners in Alberta and across Canada have varying levels of access to information resources depending on their institutional and professional affiliations, yet access to current health information is critical for all. OBJECTIVES: To determine what information resources and services are provided by Albertan and Canadian professional health associations to their members. METHODS: Representatives of professional colleges and associations were interviewed regarding information resources and services offered to members and perceptions of their members' information needs. RESULTS: National-level associations are more likely to provide resources than provincial ones. There is a clear distinction between colleges and associations in terms of information offered: colleges provide regulatory information, while associations are responsible for provision of clinical information resources. Only half of the associations interviewed provide members with access to licensed databases, with cost being a major barrier. CONCLUSIONS: There is considerable variation in the number of electronic resources and the levels of information support provided by professional health associations in Alberta and Canada. Access and usage vary among the health professions. National licensing of resources or creation of a portal linking to freely available alternatives are potential options for increasing access and awareness.
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 | 0.007 | 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 | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.022 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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".