Describing the Essential Elements of a Professional Practice Structure
Bibliographic record
Abstract
The proliferation of program management coupled with the Introduction of the Regulated Health Professions Act, prompted many healthcare organizations in Ontario to introduce professional practice models. In addition, the Magnet Hospitals research (Kramer and Schmalenberg 1988) identified the existence of a professional practice model as a key element for recruitment and retention of professional staff. Professional practice models were introduced to address issues of accountability, identity and overlapping scopes of practice as experienced by healthcare professionals and organizations across the continuum of care. The authors of this paper describe exploratory work done through the Professional Practice Network of Ontario to identify the essential elements of the "ideal" professional practice structure, key areas of challenge and strategies for adapting these elements into an organization. The paper presents a list of 16 essential elements of an ideal professional practice structure with a further discussion on four key areas consistently identified as areas of challenge. This paper is intended to report, not the findings of a formal research study, but rather the result of facilitated dialogue among professional practice leaders in Ontario. The information will be of interest to healthcare organizations across the continuum of care and to professional associations and academic institutions, as we all address the challenges of creating a quality work environment that supports and fosters excellence in professional practice.
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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".