Fragility Fractures of the Pelvis: A Multidisciplinary Approach
Bibliographic record
Abstract
Despite their rising prevalence, fragility fractures of the pelvis (FFPs) remain largely under investigated. This thesis aimed to better understand the impact of stable FFP management and the potential of probiotics to improve FFP healing. It was established that the majority of patients with non-operatively managed FFPs do not return to baseline levels of function and QoL, with many patients worsening up to 2 years post-injury. Limited bone healing was observed in this cohort and no relationship was detected between function, QoL, and radiographic healing. Utilizing a novel Type 1a FFP model in osteoporotic rats, probiotic treatment for 12 weeks, starting 6 weeks pre-fracture, significantly improved pelvic bone microstructure. A sufficient duration of probiotic treatment was required to alter the post-fracture inflammatory response. Overall, this work highlighted the limited healing seen in patients with FFPs and suggests potential benefits of probiotic supplementation for patients at risk of an FFP.
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.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".