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Record W2559104316 · doi:10.1177/0959354316681689

For a Virtual Wayzgoose: A Farewell Editorial on the Mutations of Theory and Journals

2016· article· en· W2559104316 on OpenAlexaff
Henderikus J. Stam

Bibliographic record

VenueTheory & Psychology · 2016
Typearticle
Languageen
FieldDecision Sciences
Topicscientometrics and bibliometrics research
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsGratitudeDebtReflection (computer programming)Closing (real estate)SociologyIntrospectionEpistemologyMedia studiesPsychoanalysisPsychologyPhilosophyLawPolitical scienceSocial psychologyComputer scienceEconomics

Abstract

fetched live from OpenAlex

Being the closing words of the retiring editor, this constitutes a tripartite reflection on 26 years at the helm of a journal that has continued to thrive in a vast discipline oriented in other ways. First, theory as a problem, orientation, and aim has evolved in the interval, while continuing to carry the weight of critique and renewal. Second, journals have become vehicles more for rapid communication than deep reflection but despite the physical changes in the creation and transmission of articles some features remain unchanged. Finally, an editor who has overstayed his welcome owes a debt of gratitude to more people than he can possibly thank in one editorial, but an attempt worthy of the debt is made nonetheless.

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)0.061
metaresearch head score (Gemma)0.078
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Insufficient payload (model declined to judge)
Consensus categoriesMetaresearch
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.295
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0610.078
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0100.015
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.515
GPT teacher head0.621
Teacher spread0.106 · 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 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

Citations2
Published2016
Admission routes1
Has abstractyes

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