The interprofessional collaboration between nurses and speech-language pathologists working with patients diagnosed with dysphagia in skilled nursing facilities
Bibliographic record
Abstract
The speech-language pathologist (SLP) is the primary person responsible for the assessment and intervention of individuals with swallowing disorders. In skilled nursing facilities, both nurses and SLPs work closely with patients diagnosed with strokes. Aspiration pneumonia is the most common cause of death in patients diagnosed with dysphagia resulting from a stroke. Due to the large number of patients with dysphagia in healthcare facilities, it is pertinent that SLP and nurses collaborate during clinical practice to improve patient outcomes. This is a discussion paper emphasizing the importance of interprofessional collaboration. Due to increasing complexity of patient care, it is important to establish collaborations early in interdisciplinary healthcare training in order to improve quality of patient care. The interdisciplinary collaboration should become a standard for training healthcare professionals including nurses and speech-language pathologists in today’s complex healthcare system.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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".