Functional outcome in patients with infection after total joint arthroplasty
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The aim in treating infected total joint arthroplasty is to eradicate infection while optimizing functional outcome. Procedures that reduce morbidity and allow early rehabilitation are desirable as long as they do not compromise infection control. Research that reports functional outcome is rare in the recent literature, especially prospective studies with comparative controls and data collected during treatment. Use of articulating spacers in the hip and the knee has progressed to include low-friction designs that enhance function during and after treatment with two-stage revision. There is increasing interest in patients who can be treated with one-stage direct exchange procedures. Resistant organisms may be associated with inferior clearance of infection and poor function, especially when associated with multiple procedures or amputation. We have reviewed the current literature concerned with the treatment of infected total hip and total knee arthroplasty with a focus on reported functional outcomes.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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