Comparative study of oncology patients’ quality of life
Bibliographic record
Abstract
BACKGROUND: A cancer diagnosis has a significant impact on a person's life, both physically and emotionally. However, the oncology patients' QoL (QoL) at different stages of the disease has been under investigated. AIM: To assess and compare the QoL in three groups of oncology patients. METHODS: A comparative study was carried out in an outpatient care service at a public hospital in the state of São Paulo. Data collection involved the use of the Palliative Performance Scale and the McGill QoL Questionnaire. RESULTS: Most participants were women, Catholic and living with a partner. The Palliative Performance Scale revealed a predominance of stable patients (score: ≥70 points). Overall, palliative care patients had lower QoL scores compared to the other groups (p<0.01). CONCLUSION: QoL was worse among palliative care patients. Advanced age, being in palliative care, and have a low-income were negatively associated with a patient's QoL.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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".