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Record W3216386232 · doi:10.1186/s12919-021-00229-0

Proceedings of the inaugural Canadian Healthcare Navigation Conference: a forum for sharing innovations and best practices in navigation services

2021· article· en· W3216386232 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueBMC Proceedings · 2021
Typearticle
Languageen
FieldMedicine
TopicTrauma and Emergency Care Studies
Canadian institutionsHealth Sciences CentreUniversity of New BrunswickUniversity of TorontoSunnybrook HospitalSunnybrook Health Science Centre
FundersCanadian Institutes of Health Research
KeywordsPresentation (obstetrics)Health careEvent (particle physics)Service (business)MedicineMedical educationNursingPolitical science

Abstract

fetched live from OpenAlex

BACKGROUND: Individuals experiencing chronic illnesses face many physical, emotional, and social strains as a result of their illnesses, all the while trying to navigate unfamiliar territory in the healthcare system. Navigation is a strategy that can help people facing complex care needs and barriers to care in finding and accessing needed supports in the health care system. Navigators provide a patient-centred service, guiding individuals through their care plans and overcoming barriers to care. Navigation supports for individuals experiencing complex care needs have shown significant promise and have been gaining traction across Canada. METHODS: The Canadian Healthcare Navigation Conference was the first event of its kind in Canada to bring together navigation researchers, service providers, students, decision makers, and individuals with lived experience to share lessons learned, promising practices, and research findings. This event was co-hosted by the Family Navigation Project at Sunnybrook Health Sciences Centre and NaviCare/SoinsNavi at the University of New Brunswick, and took place virtually on April 15-16, 2021. RESULTS: This event spanned two days, which both began with a keynote address, one from a researcher and medical professional in navigation, and another from an individual with lived experience involved in advocacy in Canadian healthcare. Concurrent oral presentations by a variety of presenters were held following each keynote presentation. A poster session was held at the end of the first day, and a panel presentation rounded out the second day. Concurrent and poster presentations covered a range of topics pertaining to approaches to navigation, navigator roles, evaluation and quality improvement, lived experience in navigation, and navigation in the context of the COVID-19 pandemic. The panel presentation focused on identifying how the navigation field has progressed in Canada and identifying crucial next steps in navigation. These next steps were determined to be: 1) agreement on navigation-related definitions, 2) regulation and training, 3) equity, diversity, inclusion, and accessibility, 4) integrating lived experience, and 5) regional coordination. CONCLUSION: This conference was an important first step to creating a shared national conversation about navigation services so that we can continue to develop, implement, and share best evidence and practices in the field.

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.

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)0.000
metaresearch head score (Gemma)0.000
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 score0.125
Threshold uncertainty score0.985

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.075
GPT teacher head0.350
Teacher spread0.275 · 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