Patient-reported care satisfaction and symptom burden in hospitalized patients with cancer.
Bibliographic record
Abstract
180 Background: Hospitalized patients with cancer often experience a high symptom burden, which may impact care satisfaction and healthcare utilization. However, research describing these patients’ care satisfaction, symptom burden, and health care use is lacking. We sought to investigate relationships among care satisfaction, physical and psychological symptom burden, and hospital length of stay (LOS) in hospitalized patients with cancer. Methods: We prospectively enrolled patients with cancer and unplanned hospitalizations from 9/2014 to 4/2017. Upon admission, we assessed patients’ care satisfaction (FAMCARE items: satisfaction with care coordination and the speed with which symptoms are treated) as well as their physical (Edmonton Symptom Assessment System [ESAS]) and psychological (Patient Health Questionnaire-4 [PHQ-4]) symptoms. We used regression models to identify factors associated with care satisfaction, and we also examined associations of care satisfaction with patients’ symptom burden and hospital length of stay (LOS). Results: Among 1,576 participants (median age = 65.0 years [range:19-96], 46.3% female, 70.9% with incurable cancer, 58.4% admitted to a dedicated oncology service), most reported being “satisfied” or “very satisfied” with care coordination (90.1%) and the speed with which symptoms are treated (89.0%). Older age (care coordination: B < 0.01, P = 0.022, speed with which symptoms are treated: B = 0.01, P = 0.001) and admission to a dedicated oncology service (B = 0.20, P < 0.001 for each) were associated with higher care satisfaction. Higher satisfaction with care coordination was associated with lower ESAS-physical (B = -1.28, P = 0.007), ESAS-total (B = -2.73, P < 0.001), PHQ4-depression (B = -0.14, P = 0.022), and PHQ4-anxiety (B = -0.16, P = 0.008) symptoms. Higher satisfaction with the speed with which symptoms are treated was associated with lower ESAS-physical (B = -1.32, P = 0.003), ESAS-total (B = -2.46, P < 0.001), PHQ4-depression (B = -0.14, P = 0.014), and PHQ4-anxiety (B = -0.17, P = 0.004) symptoms. Greater satisfaction with care coordination (B = -0.48, P = 0.040) and the speed with which symptoms are treated (B = -0.44, P = 0.041) were both associated with shorter LOS. Conclusions: Hospitalized patients with cancer report high care satisfaction, which correlates with older age and admission to a dedicated oncology service. Significant associations among higher care satisfaction, lower symptom burden, and shorter hospital LOS highlight the importance of improving symptom management and care coordination in this population.
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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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".