Patient-Perceived Benefits and Limitations of Standard of Care Remote Symptom Monitoring During Cancer Treatment
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Bibliographic record
Abstract
Introduction Remote symptom monitoring (RSM) allows patients to electronically self-report symptoms to their healthcare team for individual management. Clinical trials have demonstrated overarching benefits; however, little is known regarding patient-perceived benefits and limitations of RSM programs used during patient care. Methods This prospective qualitative study from December 2021 to May 2023 included patients with cancer participating in standard-of-care RSM at the University of Alabama at Birmingham (UAB) in Birmingham, AL, and the Univeristy of South Alabama (USA) Health Mitchell Cancer Institute (MCI) in Mobile, AL. Semi-structured interviews focused on patient experiences with and perceptions surrounding RSM participation. Interviews occurred over the phone, via digital videoconference, or in person, at the convenience of the patient. Grounded theory was used to conduct content coding and identify recurring themes and exemplary quotes using NVivo. Results Forty patients (20 UAB, 20 MCI) were interviewed. Participants were predominately female (87.5%), aged 41-65 (50%), and married (57.5%). Data is consistent with local demographics, comprising mainly White (72.5%) and 27.5% Black individuals. Three main themes emerged regarding perceived benefits of RSM: (1) Facilitation of Proactive Management , identifying the patient’s needs and intervening earlier to alleviate symptom burden; (2) Promotion of Symptom Self-Management , providing patients autonomy in their cancer care; and (3) Improvement in Patient-Healthcare Provider Relationships , fostering genuine connections based on healthcare team’s responses. However, participants also noted Perceived Limitations of RSM ; particularly when support of symptom management was unnecessary, ineffective, or felt impersonal. Conclusion This study focused on patient experiences when utilizing a RSM program while undergoing treatment for cancer and found benefits to its implementation that extended beyond symptom management. At the same time, patients noted drawbacks experienced during RSM, which can help with future tailoring of RSM programs. Patient perceptions should be regularly assessed and highlighted for successful and sustained implementation.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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 it