Content Validation of the Quality and Safety Framed Clinical Evaluation for Nurse Practitioner Students
Bibliographic record
Abstract
BACKGROUND: Clinical performance evaluation is a high-stakes assessment that requires a valid and reliable instrument. There appear to be no identified clinical evaluation instruments developed for nurse practitioner (NP) students that have undergone content validation. PURPOSE: This study describes the process to develop, validate, and pilot a clinical evaluation instrument for NP students framed in the Quality and Safety Education of Nurses Competencies for advanced practice. METHODS: Six expert nurse educators were recruited for the purpose of rating items for relevance for inclusion in the Quality and Safety Framed Clinical Evaluation Instrument for NP Students using the content validity index. The instrument was pilot tested in a primary care clinical course. RESULTS: Two rounds of review yielded a 34-item content validated instrument. CONCLUSIONS: Evidence suggests that the Quality and Safety Framed Clinical Evaluation for NP Students is a valid and reliable instrument to evaluate the clinical performance of NP students.
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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 | 0.002 | 0.002 |
| 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".