MétaCan
Menu
Back to cohort
Record W1985869231 · doi:10.3402/ijch.v72i0.22877

Nunavut: A Health System Profile

2013· article· en· W1985869231 on OpenAlexaboutno aff
Gregory P. Marchildon

Bibliographic record

VenueInternational Journal of Circumpolar Health · 2013
Typearticle
Languageen
FieldHealth Professions
TopicIndigenous Studies and Ecology
Canadian institutionsnot available
Fundersnot available
KeywordsGeographyCircumpolar starOceanographyGeology

Abstract

fetched live from OpenAlex

Gregory P. Marchildon and Renee Torgerson. Nunavut: A Health System Profile. Montreal: McGill-Queen's University Press, 2013. [ISBN: 9780773541481] Based on extensive research, including visits to most health centres and facilities in Nunavut, Gregory P. Marchildon and Renee Torgerson have produced a comprehensive review of healthcare in Canada's newest territory. Nunavut: A Health System Profile provides an in-depth examination of population health and healthcare in the territory. Little more than a decade old, Nunavut has a population that consists of 30,000 residents living in 25 widely dispersed communities. No roads connect the territory's isolated populations and nearly all supplies and equipment are transported by air. Consequently, health service delivery in Nunavut is the costliest in Canada and its operation encounters challenges more extreme than those faced elsewhere. Marchildon and Torgerson consider the historical and demographic context of healthcare in Nunavut, as well as the finances, governance, infrastructure, workforce and programme provisions that define the system. Due to a high incidence of suicide and the psychological upheaval associated with rapid societal change, the authors call particular attention to the treatment of mental health and addictions. Filling a gap in our understanding of one of Canada's most important and expensive social policies, Nunavut: A Health System Profile provides the first comprehensive review of the health system in Nunavut and the distinct health issues the territory faces. Order at: http://www.mqup.ca/nunavut-products-9780773541474.php?page_id=73&#!prettyPhoto

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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.423
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.031
GPT teacher head0.392
Teacher spread0.362 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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

Citations14
Published2013
Admission routes1
Has abstractyes

Explore more

Same venueInternational Journal of Circumpolar HealthSame topicIndigenous Studies and EcologyFrench-language works237,207