MétaCan
Menu
Back to cohort
Record W2946856819 · doi:10.1093/pch/pxz066.053

54 The Development of a Simulated Umbilical Line Insertion Model and Curriculum in the Neonatal Intensive Care Unit

2019· article· en· W2946856819 on OpenAlexaboutno aff
Sunanyna Gupta, Ra K. Han, Michael Sgro, Kathleen Hollamby, Douglas Campbell

Bibliographic record

VenuePaediatrics & Child Health · 2019
Typearticle
Languageen
FieldHealth Professions
TopicNeonatal skin health care
Canadian institutionsnot available
Fundersnot available
KeywordsNeonatal intensive care unitLine (geometry)Library scienceCurriculumUnit (ring theory)MedicineSociologyPediatricsPsychologyMathematics educationComputer sciencePedagogy

Abstract

fetched live from OpenAlex

Umbilical line placement is an essential skill and it is one of the most common procedures practiced in neonatal intensive care units by pediatric trainees. The Royal College of Physicians and Surgeons of Canada (RCPSC) requires that pediatric residents become proficient at inserting umbilical lines and demonstrate effective, appropriate, safe and timely performance of this skill during their training. Clinical exposure to procedures can be variable among pediatric residents and its questionable whether residents receive adequate training in procedural skills during the residency. There is an urgent need to supplement curriculum to teach this life-saving skill using best practices. 1) Create a realistic simulation model using human umbilical tissue and develop a competency-based curriculum utilizing just-in-time video teaching and deliberate practice. 2) Assess the feasibility and impact of developing, implementing, and evaluating this curriculum on both learners and teachers during a four week neonatology rotation. Junior and Senior pediatric trainees will be identified a priori at the start of each 4 week block and approached for participation. Parents will be approached for permission to use residual umbilical cords prior to placental disposal. Residents will be exposed to umbilical line insertion curriculum during the first rotation. It will consist of: a structured introductory teaching session, followed by one or more attempts of umbilical line insertion (the skill) in a safe simulated environment. Opportunity for self-assessment, feedback from the supervisor, and reflection on a plan for improvement will be provided. We will evaluate the curriculum with pre and post testing, based on: trainee reaction, learning (knowledge (indication for UVC placement, steps needed, complications), as well as behavior (performance evaluation using adapted OSATS/O-SCORE). Clinical implications will be sought from trainees at the end of their rotation and 6 months following rotation completion. Institutional REB approval was secured. To date, 7 trainees have completed the curriculum (4 PGY3/4 and 3 PGY1s). We anticipate at least 18 more in the next six months. All the residents were highly engaged and appreciative of the curriculum.Obtaining umbilical cords from placentas was feasible with only 2/9 refusals to date. None of the junior trainees had prior experience inserting UVC lines. Senior residents had variable experience (# of insertions varied from 3–20) prior to the curriculum. Most junior (2/3) and senior (3/4) residents improved their pre/post knowledge scores. For senior residents, most had good knowledge and skills to begin with, three out of four residents had an improvement in Ottawa Surgical Competency Operating Room Evaluation (O-SCORE). Senior residents only required 2 or 3 attempts in order to be assessed as independently able to preform. For junior residents, all had a score of 2/5 prior to the video demonstration. All improved performance signaficantly O-SCORE to either 4 or 5/5. All three junior residents initially were not able to perform a UVC insertion independently. By the end of three simulations, they were all able to perform the task independently as per teacher assessment. Resident reaction to the study was favorable for all seven trainees. Two of seven residents reported that it contributed to improved confidence in actual UVC insertion during the rotation. As medical education shifts towards competency based education, it becomes ever more important to develop a methodology to ensure that we have a proven framework from which to teach and assess competence of skills. We hypothesize that by completing a curriculum utilizing simulation, deliberate practice and just-in-time teaching, residents at various levels will be able to achieve proficiency in umbilical line insertion, a potentially life-saving skill in neonatology.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.023

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0070.002

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 head0.036
GPT teacher head0.372
Teacher spread0.335 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSimulation or modeling
Domainnot available
GenreEmpirical

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

Citations0
Published2019
Admission routes1
Has abstractyes

Explore more

Same venuePaediatrics & Child HealthSame topicNeonatal skin health careFrench-language works237,207