Teaching team competencies within resuscitation training: A systematic review
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Objectives: To evaluate the effectiveness of life support training with specific emphasis on team competencies on clinical and educational outcomes. Methods: This systematic review was prospectively registered (PROSPERO CRD42023473154) and followed the PICOST (population, intervention, comparison, outcome, study design, timeframe) format. All randomized controlled trials and non-randomized studies evaluating learners undertaking life support training with specific emphasis on team competencies in any setting (actual and simulated resuscitations) were included. Unpublished studies were excluded. Medline, Embase and Cochrane databases as well as trial registries were searched from inception to August 2023 (updated January 18, 2024). Two researchers performed title and abstract screening, full-text screening, data extraction, assessment of risk of bias (using RoB2 and ROBINS-I) and certainty of evidence (using GRADE). PRISMA reporting checklist was used to report the results. No funding was obtained to perform this systematic review. Results: The literature search identified 5470 manuscripts. After the removal of 2073 duplicates, reviewing the remaining articles' titles and abstracts yielded 31 articles for full-text review. Of these, 17 studies were finally included. The studies involved the following training levels: basic life support, adult advanced life support, paediatric and neonatal resuscitations. Most studies (n = 16) evaluated outcomes in simulated, and only one study in actual resuscitations. Studies included in all training contexts showed either neutrality and/or benefits of life support training with specific emphasis on team competencies. Team competencies training improved CPR skill performance and CPR quality. Specific team competencies that improved included leadership, communication, decision-making and task management. No undesirable effects were observed. Meta-analysis was not possible due to significant methodological heterogeneity. Sub-group analysis was impossible due to lack of data. Risk of bias assessment ranged from some concerns to serious. Overall certainty of evidence was rated as low to very low due to risk of bias and imprecision. Conclusion: This systematic review identified very low and low certainty evidence, almost entirely derived from simulation studies. The studies and their findings were heterogenous but suggest that teaching team competencies can improve resuscitation skills performance and CPR quality, as well as improve team competencies, specifically leadership, communication, decision-making, and task management. Further research is required to understand optimal configuration of team competencies training interventions and to understand the effect on clinical outcomes and cost-effectiveness.
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.
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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it