Perceived Level of Knowledge and Difficulty in Applying Family Assessment Among Senior Undergraduate Nursing Students
Bibliographic record
Abstract
Because the structure, development, and functioning of a family plays an important role in health and illness, preparing nursing students to assess families in health care settings is of critical importance. A quasi-experimental design using a pre- and postcourse questionnaire was used to examine students' perceived knowledge about family assessment and perceived difficulty applying family assessment in the clinical setting. The Calgary Family Assessment Model (CFAM) was taught in an elective nursing course, "Families in Health and Illness," offered at the University of Hong Kong. At the completion of the course, 46 senior baccalaureate nursing students showed a significant increase in their perceived understanding of all subcategories in CFAM compared with the control group of 43 senior baccalaureate nursing students who completed an elective nursing course in women's health. Teaching family nursing assessment in undergraduate programs may be useful in ensuring that nurses attend to families in practice.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 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 | 0.002 |
| 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".