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Record W4406106111 · doi:10.1111/anae.16527

Instructional design features in ultrasound‐guided regional anaesthesia simulation‐based training: a systematic review

2025· review· en· W4406106111 on OpenAlexafffund
Pooyan Sekhavati, Trevor T. Wild, I. Duran Martinez, Pierre‐Marc Dion, Michael Y. Woo, Reva Ramlogan, Sylvain Boet, Risa Shorr, Yuqi Gu

Bibliographic record

VenueAnaesthesia · 2025
Typereview
Languageen
FieldMedicine
TopicSimulation-Based Education in Healthcare
Canadian institutionsOttawa HospitalUniversity of Ottawa
FundersUniversity of Ottawa
KeywordsMedicineModalitiesMedical physicsModality (human–computer interaction)MEDLINEClinical study designInstructional simulationMedical educationClinical trialComputer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

INTRODUCTION: Ultrasound-guided regional anaesthesia enhances pain control, patient outcomes and lowers healthcare costs. However, teaching this skill effectively presents challenges with current training methods. Simulation-based medical education offers advantages over traditional methods. However, the use of instructional design features in ultrasound-guided regional anaesthesia simulation training has not been defined. This systematic review aimed to identify and evaluate the prevalence of various instructional design features in ultrasound-guided regional anaesthesia simulation training and their correlation with learning outcomes using a modified Kirkpatrick model. METHODS: A comprehensive literature search was conducted including studies from inception to August 2024. Eligibility criteria included randomised controlled trials; controlled before-and-after studies; and other experimental designs focusing on ultrasound-guided regional anaesthesia simulation training. Data extraction included study characteristics; simulation modalities; instructional design features; and outcomes. RESULTS: Of the 2023 articles identified, 62 met inclusion criteria. Common simulation modalities included live-model scanning and gel phantom models. Instructional design features such as the presence of expert instructors, repetitive practice and multiple learning strategies were prevalent, showing significant improvements across multiple outcome levels. However, fewer studies assessed behaviour (Kirkpatrick level 3) and patient outcomes (Kirkpatrick level 4). DISCUSSION: Ultrasound-guided regional anaesthesia simulation training incorporating specific instructional design features enhances educational outcome; this was particularly evident at lower Kirkpatrick levels. Optimal combinations of instructional design features for higher-level outcomes (Kirkpatrick levels 3 and 4) remain unclear. Future research should standardise outcome measurements and isolate individual instructional design features to better understand their impact on clinical practice and patient safety.

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)0.002
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.039
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0050.001
Bibliometrics0.0020.003
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
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 head0.146
GPT teacher head0.421
Teacher spread0.275 · 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.

Study designSystematic review
Domainnot available
GenreReview

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

Citations9
Published2025
Admission routes2
Has abstractyes

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