MétaCan
Menu
Back to cohort
Record W3069852135 · doi:10.1093/pch/pxaa068.066

67 Airway Skills in Paediatrics: Infants are Not Just Little Children

2020· article· en· W3069852135 on OpenAlexaffabout
Jessica White, Anne Rowan-Legg, Rahul Chanchlani, Hilary Writer, Ronish Gupta

Bibliographic record

VenuePaediatrics & Child Health · 2020
Typearticle
Languageen
FieldMedicine
TopicAirway Management and Intubation Techniques
Canadian institutionsMcMaster UniversityMcMaster Children's HospitalChildren's Hospital of Eastern OntarioUniversity of OttawaHospital for Sick Children
Fundersnot available
KeywordsMedicineAirwayPediatricsIntubationTest (biology)Family medicineAnesthesia

Abstract

fetched live from OpenAlex

Abstract Background Airway skills such as intubation and bag-valve-mask ventilation (BVM) have historically been considered necessary skills for all general paediatricians. Recently, evidence has driven practice toward goals of reduced invasive respiratory intervention and support. While patient outcomes have improved, implications include reduced airway skill training opportunities for paediatric residents, and possibly challenges in maintaining proficiency for practicing paediatricians. From postgraduate and continuing professional educational perspectives, the specific airway skill needs for Canadian paediatricians in contemporary practice are unclear. Objectives Identify those airway skills that are critical to general paediatric practice in Canada, and whether the skill needs differ by patient age. Design/Methods Data on general paediatric procedural practice was collected in 2018 via a one-time survey through the Canadian Paediatric Surveillance Program. A database was created from the 938 collected responses. The survey asked paediatricians to indicate the frequency of performance, opinion of importance, and challenges in maintaining proficiency of various airway procedures. Data was analyzed descriptively, and questions discriminating infant (age < 2y) vs. child (age ≥ 2y) were compared by chi-square or Fisher’s exact test, as appropriate. Results In total, 481 (51.3%) respondents worked ≥ 50% in general paediatrics and formed the main analysis group. Responses represented broad ranges of career duration, national geography, and practice settings. BVM of infants was the most commonly performed procedure, with 196 (40.8%) performing this monthly. Infant intubation was performed monthly by 58 (12.1%). A total of 355 (73.8%) and 402 (83.6%) reported never performing laryngeal-mask airway insertion and tracheostomy tube exchange respectively. Both BVM and intubation were performed significantly more frequently in infants than in children (p < 0.001). While many respondents considered BVM and intubation of children as essential skills, significantly more rated performing these skills on infants as essential to their practice (p < 0.001). Of those paediatricians that performed procedures as part of their practice, 68/309 (22.0%) and 192/304 (63.2%) reported difficulty in maintaining proficiency in the skills of infant BVM and intubation respectively. Conclusion Although variably utilized, airway skills in infants and children remain a core aspect of practice for many general paediatricians. Specifically, skills related to infants were performed more frequently and were more often rated as essential. Most respondents felt it was challenging to maintain proficiency in several airway skills. Accordingly, airway skills, especially those involving infants, should be emphasized in paediatric residency programs and continuing professional development activities.

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)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.083
Threshold uncertainty score0.165

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.017
GPT teacher head0.283
Teacher spread0.266 · 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 designNot applicable
Domainnot available
GenreMethods

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

Citations1
Published2020
Admission routes2
Has abstractyes

Explore more

Same venuePaediatrics & Child HealthSame topicAirway Management and Intubation TechniquesFrench-language works237,207