Spinal ultrasound versus palpation for epidural catheter insertion in labour
Bibliographic record
Abstract
BACKGROUND: Ultrasound imaging of the spine is thought to reduce failed and traumatic neuraxial procedures. Most of the evidence supporting this assumption has been produced in the context of an expert sonographer performing the ultrasound assessment, and it remains unknown whether this technique is useful when used by multiple individual operators. OBJECTIVE: To invesstigate the impact of preprocedural spinal ultrasound on the ease of insertion of labour epidurals by a group of trainees. We hypothesised that the ultrasound-assisted technique would improve the ease of insertion when compared with the conventional palpation technique. DESIGN: A randomised controlled trial. SETTING: Academic hospital in Toronto, Canada. PARTICIPANTS AND INTERVENTION: A group of 17 second-year anaesthesia residents and five anaesthesia fellows underwent a training programme in ultrasound assessment of the spine. Parturients with easily palpable lumbar spines were randomised to either ultrasound or palpation group. Residents and fellows performed both the assessment (ultrasound or palpation) and the epidural procedure. PRIMARY OUTCOME: ease of insertion of epidural catheter composed of the time taken to insert the epidural catheter, number of interspace levels attempted and number of needle passes. SECONDARY OUTCOMES: total procedural time (assessment and insertion); first pass success rate; number of attempts required to thread the epidural catheter; failure of epidural analgesia; and patient satisfaction. RESULTS: We analysed 128 epidural catheter insertions (residents 84, fellows 44). There was no difference in median (interquartile range, IQR) epidural insertion time between the ultrasound and palpation groups [174 (120 to 241) versus 180 (130 to 322.5) s, respectively; P = 0.14]. The number of interspace levels attempted and needle passes were also similar in both groups. The total procedural time was longer in the ultrasound group. CONCLUSION: The use of preprocedural spinal ultrasound by a cohort of anaesthesia trainees did not improve the ease of insertion of labour epidural catheters in patients with easily palpable lumbar spines, as compared with the traditional palpation technique based on anatomical landmarks. TRIAL REGISTRATION: ClinicalTrials.gov identifier: NCT00996905.
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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 | 0.004 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".