Functional outcome after major orthopedic surgery
Bibliographic record
Abstract
PURPOSE OF REVIEW: Regional anesthesia can provide optimal pain management and stress reduction. This article aims to establish the impact of regional anesthesia in facilitating the recovery process, measured by significant clinical outcomes. RECENT FINDINGS: The most common outcome assessing the effectiveness of regional anesthesia following major orthopedic procedures has been pain intensity. In recent literature, more precise outcome measures of disability and related to patient's quality of life and ability to return to daily activities have been introduced. Those found in the period of this review and discussed in this article are maximum voluntary isovolumetric contraction, range of motion, walking tests, time up and go, cumulated ambulation score, stair climb test, Short Musculoskeletal Function Assessment, Western Ontario McMaster Osteoarthritis Index, constant Murley score, Knee Society evaluation, Community Health Activities Model Program for Seniors, Short Form 12 and 16. Performance based outcomes have been found to correlate poorly with self-reported outcomes after knee arthroplasty. SUMMARY: In order to establish the role of regional anesthesia in functional outcome after major orthopedic surgery, assessment of pain control is no longer sufficient. New clinically relevant outcomes must be introduced and used for procedure-specific studies.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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; both teacher heads agree on what is shown here.
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".