Older Patientsʼ Unexpressed Concerns About Orthopaedic Surgery
Bibliographic record
Abstract
BACKGROUND: As the U.S. population ages, orthopaedic surgeons will increasingly be required to counsel older patients about major surgical procedures. Understanding patient concerns or worries about surgery could help orthopaedic surgeons to assist their patients in making these decisions. The objectives of this study were to explore the nature of patient concerns regarding orthopaedic surgery and to describe how patients raise concerns during visits with orthopaedic surgeons and how orthopaedic surgeons respond. METHODS: As part of a study involving audiotaping of 886 visits between patients and orthopaedic surgeons, fifty-nine patients sixty years of age or older who were considering surgery were recruited to participate in semistructured telephone interviews at five to seven days and one month after the visit. Patients were asked about their perceptions of the visit and how they made their decision about surgery. These interviews were analyzed to identify patients' concerns with the use of qualitative content analysis and then compared with the audiotaped visits to determine whether these concerns were actually raised during the visit and, if so, how well the orthopaedic surgeons responded. Analyses based on patient race (black or white) were also performed. RESULTS: One hundred and sixty-four concerns pertaining to (1) the surgery (anticipated quality of life after the surgery, the care facility, the timing of the operation, and the patient's capacity to meet the demands of the surgery) and (2) the surgeons (their competency, communication, and professional practices) were identified. Patients raised only 53% of their concerns with the orthopaedic surgeons and were selective in what they disclosed; concerns about the timing of the operation and about the care facility were frequently raised, but concerns about their capacity to meet the demands of the surgery and about the orthopaedic surgeons were not. Orthopaedic surgeons responded positively to 66% of the concerns raised by the patients. Only two concerns were raised in response to direct surgeon inquiry. CONCLUSIONS: Patients raised only half their concerns regarding surgery with orthopaedic surgeons. Orthopaedic surgeons are encouraged to fully address how patients' capacity to meet the demands of the surgery, defined by their resources (such as social support, transportation, and finances) and obligations (to family members, employers, and religion), may impinge on their willingness to accept recommended surgery.
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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 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.002 |
| 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".