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Record W4361211747 · doi:10.1097/gox.0000000000004896

Strategies Addressing Barriers to the Implementation of a Pediatric Hand Fracture Care Pathway

2023· article· en· W4361211747 on OpenAlexaffabout
Altay Baykan, Ann‐Sophie Lafrenière, Frankie O. G. Fraulin, Rebecca L. Hartley, A. Robertson Harrop, Shannan Love, Paul E. Ronksley, Maoliosa Donald

Bibliographic record

VenuePlastic & Reconstructive Surgery Global Open · 2023
Typearticle
Languageen
FieldMedicine
TopicOrthopedic Surgery and Rehabilitation
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsReferralUsabilityContext (archaeology)MedicineCare pathwayKnowledge translationNursingMedical educationKnowledge managementHealth careComputer science

Abstract

fetched live from OpenAlex

We recently highlighted shortcomings in the care of pediatric hand fractures in our local context. The Calgary Kids' Hand Rule (CKHR) was developed to predict hand fractures that require referral to a hand surgeon. The aims of this study were to identify barriers to a new care pathway for pediatric hand fractures, based on the CKHR and to generate tailored strategies to support its implementation. Methods: We performed a conventional content analysis of transcripts from four focus groups (parents, emergency/urgent care physicians, plastic surgeons, and hand therapists) to identify relevant concepts (facilitators and barriers). These concepts were mapped to two frameworks. Generic strategies to address the barriers were identified, and further discussions with key stakeholders resulted in tailored strategies for implementation. Results: Five facilitators to implementation of a CKHR-based hand fracture care pathway included established rapport between hand therapists and surgeons, potential for more streamlined care, agreement on identifying another care provider, positive perceptions of hand therapist expertise, and opportunity for patient education. Two individual barriers were concern for poor outcomes and trust. Three systemic barriers were awareness and usability, referral process, and cost and resources. Strategies to address these barriers include pilot-testing of the new care pathway, ensuring closed loop communication, multiple knowledge translation activities, integration of CKHR into the clinical information system, coordinating care and development of parent handouts. Conclusion: Mapping barriers to established implementation frameworks has informed tailored implementation strategies, bringing us one step closer to successfully implementing a new pediatric hand fracture pathway.

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)0.001
metaresearch head score (Gemma)0.001
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 score0.153
Threshold uncertainty score0.535

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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 integrity0.0000.000
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 head0.027
GPT teacher head0.329
Teacher spread0.302 · 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

Citations3
Published2023
Admission routes2
Has abstractyes

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