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P0071 / #1741: PREVALENCE OF ACUTE REHABILITATION FOR KIDS IN THE PICU: A CANADIAN MULTICENTER POINT PREVALENCE STUDY (PARK-PICU CANADA)

2021· article· en· W3134825001 on OpenAlexaffabout
Karen Choong, David J. Zorko, Ronke Awojoodu, Laurence Ducharme-Crevier, Patricia Fontela, L. Lee, Anne-Marie Guerguerian, G. García Guerra, Kristina Krmpotic, Brianna McKelvie, K. Venugopal Menon, S. Murthy, A. Sehgal, Matthew J. Weiss, Sapna R. Kudchadkar

Bibliographic record

VenuePediatric Critical Care Medicine · 2021
Typearticle
Languageen
FieldMedicine
TopicCerebral Palsy and Movement Disorders
Canadian institutionsQueen's UniversityUniversité LavalBC Children's HospitalMcGill UniversityUniversity of OttawaUniversity of TorontoWestern UniversityAlberta Children's HospitalStollery Children's HospitalCentre Hospitalier Universitaire Sainte-JustineDalhousie UniversityUniversity of AlbertaUniversité de MontréalMcMaster University
Fundersnot available
KeywordsMedicineRehabilitationAdverse effectCritically illEmergency medicinePediatricsIntensive care medicinePhysical therapyInternal medicine

Abstract

fetched live from OpenAlex

Aims & Objectives: Early mobility-based rehabilitation is recommended in critically ill children, however, little is known regarding current practices in Canada. This study sought to evaluate mobilization practices amongst Canadian pediatric intensive care units (PICUs). Methods: National two-day point prevalence study. Data were collected on all children admitted to the PICU for ≥72-hours on the study day. Outcomes of interest were prevalence and nature of mobilization, rehabilitation resources, mobilization barriers and adverse events, and predictors of out-of-bed mobility. Results: Thirteen PICUs participated, only two (15%) of which have early mobilization practice guidelines. Mobilization occurred in 110/137 (80%) patient-days. Out-of-bed mobility was the most common activity, occurring on 87 (64%) patient-days (Figure 1). Therapists provided mobility on 33% of patient-days. Nurses and family facilitated the majority of mobility events (74% and 49%, respectively). Family participation was strongly associated with out-of-bed mobility (OR 6.41, 95% CI 2.28-18.00). Presence of an endotracheal tube (OR 0.15, 95% CI 0.04-0.54), vasoactive infusion (OR 0.22, 95% CI 0.06-0.76) or age ≥3 years (OR 0.26, 95% CI 0.08-0.80) were associated with a lower likelihood of out-of-bed mobility. Barriers to mobilization were reported on 58/137 (42%) patient-days, most common of which were cardiovascular instability (15%). Adverse events occurred during 22/387 (6%) mobility events, primarily consisting of transient vital sign changes (54%).Conclusions: Critically ill children in Canadian PICUs are commonly and safely mobilized out-of-bed, which is an improvement from previous practice. The majority of mobility is facilitated by non-rehabilitation therapist personnel, and family engagement is a key facilitator of PICU-based rehabilitation.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.032
Threshold uncertainty score0.069

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.003
Science and technology studies0.0020.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.014
GPT teacher head0.315
Teacher spread0.301 · 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 designObservational
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

Citations3
Published2021
Admission routes2
Has abstractyes

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