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Record W2192445571

Immigration, Community Integration and Public Health in Colorado's Rocky Mountains: An Overview and its Governance

2015· article· en· W2192445571 on OpenAlexvenueno aff
Matthew Klick

Bibliographic record

VenueJournal of rural and community development · 2015
Typearticle
Languageen
FieldPsychology
TopicMigration, Health and Trauma
Canadian institutionsnot available
Fundersnot available
KeywordsImmigrationPopulationCorporate governanceFocus groupPublic healthHealth careEmpowermentHealth equityAgency (philosophy)Economic growthPolitical scienceSociologyPublic administrationBusinessMedicineSocial scienceNursingEconomics
DOInot available

Abstract

fetched live from OpenAlex

This paper explores the link between new immigration to Colorado (USA) mountain communities and public health service access with a case study focus on Lake County, Colorado. It utilizes a combination of key informant interviews—with county commissioners, health providers, locally-based organizations and civic leaders—and focus groups with community members, in order to examine how disparities in access and representation across sub-populations translate into health outcomes. This paper makes several arguments. Specifically, this paper recognizes important efforts taking place within the community to better integrate the Latino population, and to include its input on evolving public health and youth empowerment/well-being initiatives. Nevertheless, the Latino population remains isolated, based on a combination of economic and social factors that structurally limit the participation of the greater Latino population in civic affairs. Certain culturally-relevant attributes, and Latino agency, provide opportunity as well, however, and this paper isolates several pathways through which local governance can merge formal and informal processes in order to better bridge between the self-identified needs and desires of the Latino population and health access and outcomes. The paper concludes with a note on the emerging “socio-economic ecosystem” of Colorado mountain regions, which distinguishes employee-housing communities from resort communities, augmenting disparities in services and deepening the structural exclusion of minority immigrant communities from adequate healthcare. Keywords: immigration, public health, resort-based economies, structural exclusion, environmental health, Colorado

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)0.004
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.782
Threshold uncertainty score0.970

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.001
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 head0.127
GPT teacher head0.366
Teacher spread0.239 · 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
Published2015
Admission routes1
Has abstractyes

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