The family theory–practice gap: a matter of clarity?
Bibliographic record
Abstract
Despite recognition of the importance of family in health-care and progress in family theory development, there has been limited transfer of family theory to acute care nursing practice. We argue that this family theory-practice gap results from a persistent lack of conceptual clarity in family nursing and other barriers. Lack of conceptual clarity takes the form of conceptual overlap and semantic inconsistency, as well as the complexity of language found in the family nursing literature. Barriers include practice contexts, relational problems, and knowledge types. Our exploration begins with a brief discussion of the intimate link between nursing theory and practice followed by an overview of some issues associated with the family nursing theory-practice gap. Based on a synthesis of family nursing literature, problems associated with conceptual clarity in family nursing theory are explored. We conclude with recommendations for family nursing research to develop concepts grounded in nursing practice.
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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 | 0.105 | 0.177 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.008 | 0.010 |
| Science and technology studies | 0.004 | 0.019 |
| Scholarly communication | 0.012 | 0.027 |
| Open science | 0.005 | 0.007 |
| Research integrity | 0.009 | 0.008 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".