Advanced practice nursing roles: development, implementation and evaluation
Bibliographic record
Abstract
AIM: The aim of this paper is to discuss six issues influencing the introduction of advanced practice nursing (APN) roles: confusion about APN terminology, failure to define clearly the roles and goals, role emphasis on physician replacement/support, underutilization of all APN role domains, failure to address environmental factors that undermine the roles, and limited use of evidence-based approaches to guide their development, implementation and evaluation. BACKGROUND: Health care restructuring in many countries has led to substantial increases in the different types and number of APN roles. The extent to which these roles truly reflect advanced nursing practice is often unclear. The misuse of APN terminology, inconsistent titling and educational preparation, and misguided interpretations regarding the purpose of these roles pose barriers to realizing their full potential and impact on health. Role conflict, role overload, and variable stakeholder acceptance are frequently reported problems associated with the introduction of APN roles. DISCUSSION: Challenges associated with the introduction of APN roles suggests that greater attention to and consistent use of the terms of the terms advanced nursing practice, advancement and advanced practice nursing is required. Advanced nursing practice refers to the work or what nurses do in the role and is important for defining the specific nature and goals for introducing new APN roles. The concept of advancement further defines the multi-dimensional scope and mandate of advanced nursing practice and distinguishes differences from other types of nursing roles. Advanced practice nursing refers to the whole field, involving a variety of such roles and the environments in which they exist. Many barriers to realizing the full potential of these roles could be avoided through better planning and efforts to address environmental factors, structures, and resources that are necessary for advanced nursing practice to take place. CONCLUSIONS: Recommendations for the future introduction of APN roles can be drawn from this paper. These include the need for a collaborative, systematic and evidence-based process designed to provide data to support the need and goals for a clearly defined APN role, support a nursing orientation to advanced practice, promote full utilization of all the role domains, create environments that support role development, and provide ongoing evaluation of these roles related to predetermined goals.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.217 | 0.266 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.003 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.005 | 0.008 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".