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Record W4283518988 · doi:10.25011/cim.v45i2.38450

Facilitators and Barriers to Clinical Pathway Uptake and Utilization Among Primary Care Providers in Saskatchewan - A Qualitative Study

2022· article· en· W4283518988 on OpenAlexafffundvenueabout
Gary Groot, Shaliny Ollegasagrem, Mahasti Khakpour, Adel Panahi, Donna Goodridge, Joshua Lloyd, Leigh Kinsman, Thomas Rotter, Zane Tymchak, Tracey Carr

Bibliographic record

VenueClinical and investigative medicine · 2022
Typearticle
Languageen
FieldMedicine
TopicClinical practice guidelines implementation
Canadian institutionsQueen's UniversityUniversity of Saskatchewan
FundersMinistry of Health, SaskatchewanSaskatchewan Health Research Foundation
KeywordsThematic analysisFocus groupQualitative researchMedicineNursingPsychological interventionIncentiveFamily medicineBusiness

Abstract

fetched live from OpenAlex

PURPOSE: Clinical Pathways (CPWs) are multidisciplinary, evidence-based, complex interventions designed to standardize patient care. In Saskatchewan, development, implementation and evaluation of the seven provincial CPWs (Hip & Knee, Spine, Pelvic Floor, Prostate Assessment, Fertility Care, Lower Extremity Wound Care and Acute Stroke) present significant challenges, leading to low utilization. This study aimed to identify facilitators and barriers to CPW utilization by Saskatchewan family physicians. METHODS: To identify the facilitators and barriers to CPWs, a qualitative interpretive approach consisted of eight one-on-one key informant interviews and five focus groups held with 30 family physicians in two larger urban and two smaller Saskatchewan cities. Inductive, thematic analysis of the interviews based on the Theoretical Domain Framework for behavioral changes was used to identify facilitators and barriers to CPW uptake and utilization. RESULTS: Fifty-one themes were mapped under 14 Theoretical Domain Framework domains. Major barriers included the following: system-level (knowledge and communication, social/professional identity, family physician engagement and education); objective clarification (goals, belief about consequences of implementing CPW); and technical and resource related (administrative, access to local specialists, enforcement and incentives). The most prominent barrier was lack of systematic CPW promotion and inconsistencies in communication between the following: organization-to-practitioner; organization-to-organization; and practitioner-to-practitioner. Facilitators who mitigated barriers were need for optimized and integrated information technology services (i.e., Electronic Medical Records) and optimism towards CPW usage and patient outcomes. CONCLUSIONS: This exploratory study identified specific improvements and recommendations required to promote uptake of CPWs based on perceived facilitators and barriers.

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)0.008
metaresearch head score (Gemma)0.034
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.306
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.034
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.005
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 head0.389
GPT teacher head0.501
Teacher spread0.112 · 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.

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

Citations21
Published2022
Admission routes4
Has abstractyes

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