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Record W4205757242 · doi:10.7202/1071439ar

Knowledge as a Public Good : Comments on Special Issue: What is the Good University?

2020· article· en· W4205757242 on OpenAlexaffvenue
Howard Woodhouse

Bibliographic record

VenuePhilosophical Inquiry in Education · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicHigher Education Governance and Development
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsEpistemologyForm of the GoodSociologyPhilosophy

Abstract

fetched live from OpenAlex

The articles in the recent Special Issue of Philosophical Inquiry in Education are a welcome sign that a growing number of philosophers of education are turning their attention to the functions of the institution in which they work.While there have been innumerable philosophical books and articles about elementary and secondary schools, until quite recently analyses of university education have, with some notable exceptions, been far rarer.Furthermore, the authors in this collection consider central issues in the nature of university education and research, all of which are conceptually connected to the goods that universities should offer.In particular, they analyze the following: an articulation of the relationship between the epistemic goals of the university and social justice that is not weakened by an over-emphasis on socioeconomic goods (Kotzee, 2018); the promotion of Indigenous knowledge and reconciliation with First Nations, and the extent to which this process is consistent with academic freedom (Tanchuk, Cruse, and McDonough, 2018); the advancement of a service conception of the university as a means to secure educational opportunities for those the market ignores (Martin, 2018b); a capabilities approach to wellbeing in the academy that goes beyond current quick fixes through the use of a philosophical framework that recognizes the distinctive norms and values of the institution (Gereluk, 2018); and an analysis of the strengths and weaknesses of the developmental university in Africa and elsewhere, particularly in how its epistemic goals can be undermined (McCowan, 2018).As Martin (2018a) points out in his introduction, the articles demonstrate in different ways the relevance of key concepts in the philosophy of education: "Authority, epistemic value, political justice, instrumental and intrinsic goods, human flourishing and autonomy" (p.115).To this extent they not only show the relevance of the discipline, but they move discussions away "from rationalization to argumentation" (p.113).The purpose of my commentary is to highlight a central theme of the Special Issue-namely, knowledge as a public good-and to explain the ways in which it is being undermined at universities in Canada.Foremost in the argumentation referred to above, it seems to me, is a consensus that the knowledge produced in universities is indeed a public good.Kotzee (2018), for example, argues that, The important point is that both education's instrumental and intrinsic value work through knowledge: by being educated, one comes to know something and, because of what one knows, one then becomes more likely to reap certain instrumental or intrinsic benefits (p.125)

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.013
metaresearch head score (Gemma)0.044
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.990
Threshold uncertainty score0.070

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0130.044
Meta-epidemiology (narrow)0.0030.001
Meta-epidemiology (broad)0.0030.002
Bibliometrics0.0020.002
Science and technology studies0.0100.007
Scholarly communication0.0120.014
Open science0.0050.005
Research integrity0.0630.057
Insufficient payload (model declined to judge)0.0160.008

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 head0.089
GPT teacher head0.368
Teacher spread0.279 · 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 source (direct Gemma or distilled Codex), not a consensus.

Study designTheoretical or conceptual
Domainnot available
GenreCommentary

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

Citations1
Published2020
Admission routes2
Has abstractyes

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