The outcomes of intra-articular corticosteroid injection into sacroiliac joint following findings of single-photon emission computed tomography imaging: a retrospective case series
Bibliographic record
Abstract
Journal Article The outcomes of intra-articular corticosteroid injection into sacroiliac joint following findings of single-photon emission computed tomography imaging: a retrospective case series Get access Eunjung Kong, MD, Eunjung Kong, MD Department of Nuclear Medicine, College of Medicine, Yeungnam University, Daegu 705-717, Republic of Korea Search for other works by this author on: Oxford Academic PubMed Google Scholar Mathieu Boudier-Revéret, MD, Mathieu Boudier-Revéret, MD Department of Physical Medicine and Rehabilitation, Centre Hospitalier de l’Université de Montréal, Montreal H2W 1T8, Canada https://orcid.org/0000-0003-0259-8520 Search for other works by this author on: Oxford Academic PubMed Google Scholar Min Cheol Chang, MD Min Cheol Chang, MD Department of Rehabilitation Medicine, College of Medicine, Yeungnam University, Daegu 705-717, Republic of Korea Corresponding author: Min Cheol Chang, MD, Department of Physical Medicine and Rehabilitation, College of Medicine, Yeungnam University 317-1, Daemyungdong, Namku, Daegu 705-717, Republic of Korea. Email: wheel633@gmail.com https://orcid.org/0000-0002-7629-7213 Search for other works by this author on: Oxford Academic PubMed Google Scholar Pain Medicine, Volume 24, Issue 8, August 2023, Pages 1017–1019, https://doi.org/10.1093/pm/pnad027 Published: 27 February 2023 Article history Received: 29 January 2023 Revision received: 17 February 2023 Accepted: 19 February 2023 Published: 27 February 2023 Corrected and typeset: 05 July 2023
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".