Family Responses to Declining Intake and Weight Loss in a Terminally Ill Relative. Part 1: Fighting Back
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
We recently completed a grounded theory study examining nutritional care experiences in advanced cancer from the perspective of patients (n=13), families (n=23), and health care providers (n=11) (1). That work generated important information about adult family members' perceptions and behaviour regarding the nutritional care their terminally ill adult relative received while hospitalized on an inpatient palliative care unit. An overview of the inductively derived model that emerged from that work has been reported elsewhere (2). This article provides a more detailed description of one of the major sub-processes of the model regarding family member responses to declining oral intake and weight loss in a terminally ill relative-the sub-process of "fighting back: it's best to eat." The strategies family members use when fighting back, and the consequences of these strategies for patients, family members, and health care providers are reported. Implications for practice and research are provided.
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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 | 0.000 | 0.001 |
| 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 | 0.001 |
| 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 it