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Record W4323567723 · doi:10.1177/14778785231160096

More house on an ever-shakier foundation: An administrator’s perspective on institutional reforms in the context of Christopher Martin’s ideal <i>Right to Higher Education</i>

2023· article· en· W4323567723 on OpenAlexafffund
Andrew Pulvermacher

Bibliographic record

VenueTheory and Research in Education · 2023
Typearticle
Languageen
FieldMedicine
TopicPatient Dignity and Privacy
Canadian institutionsOkanagan College
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsIdeal (ethics)Context (archaeology)Higher educationRestructuringPublic administrationSociologyPerspective (graphical)Philosophy of educationFoundation (evidence)Political scienceManagementLawEconomics

Abstract

fetched live from OpenAlex

In this paper version of the response I offered to Christopher Marin as part of the symposium on The Right to Higher Education at the 2022 North American Association for Philosophy &amp; Education Conference, I present some practical challenges of post-secondary reforms in the context of Martin’s theory of the right to higher education. Specifically, I address Martin’s three jointly necessary distributive conditions – non-exclusion, adequate options and full public funding – as necessary conditions and significant constraints on meaningful reform toward his ideal of higher education within individual institutions in light of resource constraints in the nonideal, real world. I argue that we ought to aim toward fully realizing adults’ right to higher education yet to do so requires restructuring and reprioritizing post-secondary education on systemic scale.

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)0.002
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.752
Threshold uncertainty score0.264

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
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 head0.099
GPT teacher head0.459
Teacher spread0.359 · 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 designTheoretical or conceptual
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

Citations0
Published2023
Admission routes2
Has abstractyes

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