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Record W4413358384 · doi:10.5334/ijic.nacic24098

Integrated Team’s Workshop: “The Value of Togetherness” Building capabilities to enable excellence in healthcare

2025· article· en· W4413358384 on OpenAlexafffundabout
Colleen Ferris, Nicole Robinson, Jennifer Major, Katie Gasparelli, Shannon Dunfield

Bibliographic record

VenueInternational Journal of Integrated Care · 2025
Typearticle
Languageen
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsCARE Canada
FundersHealthcare Excellence Canada
KeywordsExcellenceIntegrated careHealth careKnowledge managementValue (mathematics)Process managementNursingEngineering managementMedicineBusinessEngineeringComputer sciencePolitical science

Abstract

fetched live from OpenAlex

Background: To share strengths and build capabilities for driving excellence in healthcare, Healthcare Excellence Canada (HEC) hosted a workshop which for the first time, brought together participants of two HEC programs - Strengthening Primary Care (SPC) and Cultural Safety Design Collaborative (CSDC). Approach: This workshop brought together coaches and participating team members from across Canada to. Provide an opportunity for relationship building and learning among HEC program teams coaches to improve safe and high-quality healthcare. Share strengths and build capabilities in areas foundational for driving excellence in healthcare, including: - meaningful partnership with people with lived experience including First Nations, Inuit and Mtis, patients, caregivers and communities - addressing racism in the health system and work towards providing culturally safe care; and, - advancing equity-oriented approaches. Build quality improvement capacity to utilize policy and evaluation approaches to demonstrate meaningful impact and support long term improvement.Quality and safety are the foundation of our work - with and for - the people who receive care and those who deliver it. The workshop was a means to live our own excellence- taking a more integrated view that spans the health system.Transforming people through the experience of coming together was a core principle. Under the guidance of HEC Truth Reconciliation Coach, experiential learning was reflected in the purposeful planning of the event from the location to the seating arrangements.Transformation requires individuals to be open to thinking differently. To create an environment where the diversity of perspectives could be valued and respected, we were encouraged by local First Nations partners to open the day in ceremony. Ceremony has a way of grounding us in human connections to others and to the world around us, creating time and space for reflection and engaging a persons heart and mind.The workshop was hosted at the Canadian Museum for Human Rights, the first museum solely dedicated to the evaluation, celebration and future of human rights. The room was open to other parts of the museum and provided participants with access to outdoor space where a sacred fire burned as part of the ceremony.The pipe ceremony was led by local First Nations Elders and Knowledge Keepers and at the end each participant was invited to make their own tobacco tie and bring it to the sacred fire. The groups moved into fulsome introductions modeled by a facilitator. Coaches and participants were assigned to tables strategically to foster new relationships and bring differing perspectives to conversations throughout the day. Results:87% of respondents rated the workshop as very good/excellent; 89% said the workshop helped to develop and deepen relationships with others"The HEC workshop emphasis on evaluation and relationship building was very helpful to our initiative. We have a lot of expertise with the relationship-based approach but realized through our learnings at the HEC workshop that we have a lot of room to grow in the evaluation area. Specifically, the presentations on a culturally safe approach to evaluation were very helpful and made us realize our approach to evaluation for our Indigenous communities was wrong. We realized through the presentations that we were approaching it from an evaluation of instead of an evaluation with approach. Dave Harris (Northern Interior Rural Development, BC) Implications: The workshop was a collaborative exercise in human level transformation, leveraging the expertise of coaches and guest speakers across two programs delivering meaningful health system change. Through participant surveys and follow-up, we learned about the continued impact of expanded learning and new and deepened relationships.

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)0.019
metaresearch head score (Gemma)0.014
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: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.075
Threshold uncertainty score0.150

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.014
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0100.008
Scholarly communication0.0120.006
Open science0.0040.013
Research integrity0.0070.012
Insufficient payload (model declined to judge)0.0160.003

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 head0.019
GPT teacher head0.414
Teacher spread0.395 · 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
GenreOther

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

Citations0
Published2025
Admission routes3
Has abstractyes

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