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Record W4404336500 · doi:10.1542/peds.2023-065553

Clinical Pathways Programs in Children’s Hospitals

2024· article· en· W4404336500 on OpenAlexaboutno aff
Leigh Anne Bakel, Ilana Waynik, Amy J. Starmer, Adam Berkwitt, Sonja I. Ziniel

Bibliographic record

VenuePEDIATRICS · 2024
Typearticle
Languageen
FieldMedicine
TopicClinical practice guidelines implementation
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineClinical pathwayContext (archaeology)Family medicineMultidisciplinary approachQuarter (Canadian coin)Cross-sectional studyCare pathwayNursingHealth care

Abstract

fetched live from OpenAlex

BACKGROUND AND OBJECTIVE: Clinical pathways translate best evidence into the local context of a care setting through structured, multidisciplinary care plans. Little is known about clinical pathway programs in pediatric settings. The purpose of this study was to determine the prevalence of clinical pathway programs and describe similarities and differences. METHODS: We performed a cross-sectional web survey to assess the existence of a clinical pathway program, number, type, and creation or revision of clinical pathways, and its characteristics in the 111 hospitals of the Pediatric Research in Inpatient Settings network. RESULTS: Eighty-one hospitals responded to the survey (73% response rate). Most hospitals had a clinical pathway program (63%, n = 50 of 80) that was hospital-wide (70%, n = 35 of 50). Freestanding children's (48%, n = 39 of 81), academic (60%, n = 43 of 72), teaching hospitals (96%, n = 78 of 81) made up the largest proportion of survey respondents. There was no funding for nearly half of the programs (n = 21 of 46, 46%). Over a quarter of survey respondents reported no data collected to assess pathway utilization and/or care outcomes (n = 19 of 71, 27%). CONCLUSIONS: Greater than half of respondents confirmed existence of a program. Freestanding, academic teaching hospitals accounted for the most responses. However, nearly half of surveyed programs were unfunded, and many are unable to measure their pathway outcomes or demonstrate improvement in care. Survey respondents were enthusiastic about participating in a national collaborative on pediatric clinical pathways.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation 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 score0.212
Threshold uncertainty score0.520

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.216
GPT teacher head0.472
Teacher spread0.256 · 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 teacher head, 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

Citations4
Published2024
Admission routes1
Has abstractyes

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