The Created Environment for Physical Assessment by Case Managers
Bibliographic record
Abstract
Goals of gerontological nursing include maximizing health and confronting functional impairments. The health of older adults is often fragile because of age-related change, complicated by chronic illnesses. Identification of changes in health status permits responsive care and consultation but requires proficiency in physical assessment. In 1995, research was conducted in Alberta, Canada, on registered nurse case managers' reported use of assessment skills. Nineteen continuing-care facilities in 1 of 17 provincial health regions participated (N = 189). After expert review and pilot testing, questionnaires were distributed to two independent groups: nurse administrators/staff development coordinators and case managers (response rate = 73%). Qualitative data were subjected to descriptive, interpretive, and pattern coding. Reported are factors constraining or facilitating physical assessment in continuing care. Neuman's concept of the created environment provided a factor-organizing framework. A holistic view of environment and data source triangulation increased confidence in the comprehensiveness and credibility of results.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".