What does satisfaction with wait times mean to cancer patients?
Bibliographic record
Abstract
BACKGROUND: Patient satisfaction is an important element of quality improvement and patient-centered care, and is an indicator of the public's confidence in the health care system. Although shorter wait times are believed intuitively to lead to higher satisfaction, studies have demonstrated the importance of many other factors which contribute to patients' satisfaction with their wait time experiences. The current study explores the factors that shape patients' satisfaction with their overall wait times (i.e. from symptom to treatment). METHODS: We conducted qualitative interviews with 60 breast, prostate, lung, or colorectal cancer patients to examine the reasons behind patients' satisfaction or dissatisfaction with their wait time experiences. We purposefully recruited satisfied and unsatisfied participants from our larger survey sample. Using a semi-structured interview guide, patients were asked about their wait time experiences and the reasons behind their (dis)satisfaction. Interviews were transcribed verbatim and coded using a thematic approach. RESULTS: Patients' perceptions of satisfaction with wait times were influenced by three interrelated dimensions: the interpersonal skills of treating physicians (which included expressions/demonstrations of empathy and concern, quality of information exchange, accountability for errors), coordination (which included assistance navigating the health system, scheduling of appointments, sharing information between providers, coordination in scheduling appointments, and sharing of information ), and timeliness of care (which referred to providers' responsiveness to patients' symptoms, coverage during provider absences, and shared sense of urgency between patient and providers). Providers' willingness to "trouble shoot" and acknowledge errors/delays were particularly influential in patients' overall perception of their wait times. CONCLUSIONS: We described three dimensions of wait-related satisfaction: physicians' interpersonal skills, coordination of care, and timeliness of care, which are often interrelated and overlapping. Furthermore, while patients wait-related satisfaction was typically based on multiple interactions with different providers, positive or negative experiences with a single provider, often (but not always) the family physician, had a substantial impact on the overall satisfaction or dissatisfaction with wait time experiences. The findings provide a conceptual basis for the development of validated instruments to measure wait time-related patient satisfaction.
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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 | 0.003 | 0.025 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".