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Record W1979288591 · doi:10.1111/anae.12724

SonixGPS – the role of operator experience

2014· letter· en· W1979288591 on OpenAlexaff
Raymond S. Tang, Andrew Sawka, Himat Vaghadia

Bibliographic record

VenueAnaesthesia · 2014
Typeletter
Languageen
FieldMedicine
TopicMusculoskeletal pain and rehabilitation
Canadian institutionsVancouver Coastal Health
Fundersnot available
KeywordsGlobal Positioning SystemMedicineImaging phantomTask (project management)Modality (human–computer interaction)Plane (geometry)Contrast (vision)Learning curveMedical physicsHuman–computer interactionRadiologyComputer visionComputer science

Abstract

fetched live from OpenAlex

We wish to comment on the performance of the SonixGPS™ needle guidance system in nurse anaesthetists for needle handling in a porcine phantom model, as reported recently by Tielens et al. 1. We studied this system in 30 medical students using a gel phantom model for simulated vascular access 2. Unlike Tielens et al., we did not find a difference in performance between GPS and non-GPS modes for in-plane and out-of-plane approaches. Twenty-six (83%) medical students had no prior experience of ultrasound-guided procedures. In contrast, Tielans et al. state in their discussion that the nurse anaesthetists they recruited had experience comparable with consultants and anaesthesia trainees. Experienced users understand how topographic positioning of the hand and needle correlate with the final objective of visualising the needle tip and task completion. As a result, they are more likely to demonstrate an improvement in performance with the GPS mode. It is therefore surprising why the authors were only able to demonstrate an improvement in performance with GPS during an out-of-plane approach. We were also interested to know whether the authors analysed their data for any ‘learning’ effect based on choice of initial modality. In our study, we noticed that in-plane GPS use led to a statistically significant improvement in time to task completion compared with in-plane non-GPS use (p = 0.013) 2. The authors found ‘ease of use’ scores were better with GPS modality during the out-of-plane approach but not during the in-plane approach. This is in contrast to our findings where the task load scores indicative of ‘ease of use’ were better during GPS versus non GPS for both in-plane and out-of-plane approaches. We wonder if these differences are also a reflection of how novices deal with SonixGPS technology compared with trained nurse anaesthetists. A majority of our students (87%) expressed a preference for the GPS mode as opposed to non-GPS mode for task performance. What were the overall preferences expressed by the nurse anaesthetists in the authors' study? We noticed that the authors placed three Kirschner wires of 0.3 cm diameter within the pork phantom – did they observe any ferromagnetic interference with signals from the SonixGPS and if so how, did they resolve this problem? In our experience, it was not possible to use the SonixGPS on patients who were lying on a metal trolley, due to ferromagnetic interference. Overall, between 27 May 2011 and 30 October 2012, we performed a total of 141 SonixGPS-guided interventions, as summarised in Table 2 3-8. Our experience suggests that the SonixGPS system offers the greatest benefit during out-of-plane interventions and has a useful role for teaching novices.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.288
Threshold uncertainty score0.395

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.010
GPT teacher head0.258
Teacher spread0.248 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreCommentary

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".

Quick stats

Citations3
Published2014
Admission routes1
Has abstractyes

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