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Record W4391384045 · doi:10.3390/humans4010004

System Intertwining and Immigration Action Plans: The Case of a Provincial Funding Program in Quebec (Canada)

2024· article· en· W4391384045 on OpenAlexafffundabout
Jorge Frozzini

Bibliographic record

VenueHumans · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Refugees, and Integration
Canadian institutionsUniversité du Québec à Chicoutimi
FundersCanada Research ChairsUniversité du Québec à Chicoutimi
KeywordsImmigrationAction (physics)Political sciencePublic administrationEconomic growthEconomicsLaw

Abstract

fetched live from OpenAlex

The ability of political power to be deployed on several levels of governance is a key element of public administration, insofar as it enables the various needs of the population to be met. However, conflicts of competence, jurisdiction or vision can arise when it comes to articulating these different levels of management or intervention, particularly when policies with a broader scope are applied to local situations, thus proving ill suited to the realities experienced on the ground. This essay, with an example in the province of Quebec, illustrates how the provincial and municipal levels of governance—each with differing visions and objectives—are confronted with dilemmas respecting the constraints imposed by their levels of government. Through a systemic point of view, I show how intertwining systemic levels can produce conflicts since each has its own logic. This is explained with the example of a text-based mediated organization conducted by the “Programme d’appui aux collectivités” (PAC). The essay also identifies some challenges faced by civil servants working at two different levels of government as well as the place of the idea of resilience, and proposes recommendations.

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)0.000
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.477
Threshold uncertainty score0.206

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.031
GPT teacher head0.320
Teacher spread0.289 · 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 designQualitative
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

Citations2
Published2024
Admission routes3
Has abstractyes

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