Caudal epidural blood patch for the treatment of persistent post-dural puncture headache following intrathecal pump placement in a patient with lumbar instrumentation
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Berger A, Urits I, Hasoon J, Viswanath O, Yazdi C. Caudal epidural blood patch for the treatment of persistent post-dural puncture headache following intrathecal pump placement in a patient with lumbar instrumentation. Anaesthesiology Intensive Therapy. 2021;53(2):187-189. doi:10.5114/ait.2021.104369. APA Berger, A., Urits, I., Hasoon, J., Viswanath, O., & Yazdi, C. (2021). Caudal epidural blood patch for the treatment of persistent post-dural puncture headache following intrathecal pump placement in a patient with lumbar instrumentation. Anaesthesiology Intensive Therapy, 53(2), 187-189. https://doi.org/10.5114/ait.2021.104369 Chicago Berger, Amnon A., Ivan Urits, Jamal Hasoon, Omar Viswanath, and Cyrus Yazdi. 2021. "Caudal epidural blood patch for the treatment of persistent post-dural puncture headache following intrathecal pump placement in a patient with lumbar instrumentation". Anaesthesiology Intensive Therapy 53 (2): 187-189. doi:10.5114/ait.2021.104369. Harvard Berger, A., Urits, I., Hasoon, J., Viswanath, O., and Yazdi, C. (2021). Caudal epidural blood patch for the treatment of persistent post-dural puncture headache following intrathecal pump placement in a patient with lumbar instrumentation. Anaesthesiology Intensive Therapy, 53(2), pp.187-189. https://doi.org/10.5114/ait.2021.104369 MLA Berger, Amnon A. et al. "Caudal epidural blood patch for the treatment of persistent post-dural puncture headache following intrathecal pump placement in a patient with lumbar instrumentation." Anaesthesiology Intensive Therapy, vol. 53, no. 2, 2021, pp. 187-189. doi:10.5114/ait.2021.104369. Vancouver Berger A, Urits I, Hasoon J, Viswanath O, Yazdi C. Caudal epidural blood patch for the treatment of persistent post-dural puncture headache following intrathecal pump placement in a patient with lumbar instrumentation. Anaesthesiology Intensive Therapy. 2021;53(2):187-189. doi:10.5114/ait.2021.104369.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".