Abstract 328: Translating Guidelines into Practice: A Survey Study to Assess Healthcare Provider Attitudes, Preferences and Beliefs Regarding Pediatric Fluid Resuscitation Practices
Bibliographic record
Abstract
Introduction: Children who require fluid resuscitation for the treatment of shock present to tertiary and non-tertiary medical settings. While timely fluid therapy improves survival odds and is accepted as a key component of initial resuscitative care, guidelines are poorly translated into clinical practice. Objective: To characterize the attitudes, preferences and beliefs of health care providers regarding pediatric fluid resuscitation practices. Hypothesis: Varying attitudes and beliefs concerning pediatric fluid resuscitation performance would exist among providers who frequently resuscitate children. Methods: A single-centre survey study was conducted at McMaster Children’s Hospital from January to May, 2012. The sampling frame (n=111) included nursing staff, physician staff and subspecialty trainees working in Pediatric Emergency Medicine (PEM) or Pediatric Critical Care Medicine (PCCM). A self-administered questionnaire was developed and assessed for face validity prior to distribution. Eligible participants were invited at 0, 2, and 4 weeks to complete a web-based version of the survey. A follow-up survey administration phase utilizing a tablet-based version of the survey was conducted to improve the response rate. Results: Response rate was 75% (83/111), with 83% identifying themselves as nursing staff and 61% as PCCM providers. Resuscitation experience, frequency of shock management, and years in specialty, were similar between PCCM and PEM responders. Physicians and nurses had differing opinions regarding the most effective method to achieve rapid fluid resuscitation in young children presenting in shock (p<0.001). Disagreement also existed regarding the age and size of patients in whom rapid infuser devices, such as the Level-1 Rapid Infuser, should be used (p<0.001). Providers endorsed a number of potential concerns related to the use of rapid infuser devices in children, and only 14% of physicians and 55% of nursing staff felt that they had received adequate training in the use of such devices (p=0.005). Conclusions: There is a lack of consensus among health care providers regarding how pediatric fluid resuscitation guidelines should be operationalized, supporting a need for further work to define best practices.
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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 | 0.005 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".