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Record W4386587724 · doi:10.1080/01605682.2023.2244352

<i>Journal of the Operational Research Society</i> (JORS): The last 40 years

2023· article· en· W4386587724 on OpenAlexaff
Saı̈d Salhi, Graham K. Rand, John N. Hough, John Ranyard, Terry Williams, John L. Wilson, Thomas W. Archibald, Jonathan Crook, John E. Boylan, Martin Kunc, Zhe George Zhang

Bibliographic record

VenueJournal of the Operational Research Society · 2023
Typearticle
Languageen
FieldDecision Sciences
TopicComplex Systems and Decision Making
Canadian institutionsSimon Fraser University
Fundersnot available
KeywordsLibrary sciencePortfolioOperations researchSociologyMedia studiesHistoryComputer scienceEngineeringEconomics

Abstract

fetched live from OpenAlex

As the 75th anniversary of the Journal of the Operational Research Society (JORS) is celebrated, the opportunity is taken here for previous and current editors of the last 40 volumes to reflect on their experience. This is a companion paper to one written by Graham Rand that summarised the work of those editors who are no longer with us (1950–1984). In this second part covering the last 40 years of the 75 years of the journal’s existence, we will be providing the personal reflections of the past editors and the current ones. During this time a typical issue of the journal changed from containing eight papers in 100 pages, with several book reviews, to one containing 13 papers in 200 pages with no book reviews. It is worth noting, even though several journals were created as part of the OR Society journal portfolio, JORS retains its visibility and its position as the oldest and well-respected OR journal.

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)0.089
metaresearch head score (Gemma)0.018
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies, Scholarly communication, Open science, Research integrity
Consensus categoriesMetaresearch
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.214
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0890.018
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.002
Bibliometrics0.0000.005
Science and technology studies0.0040.001
Scholarly communication0.0020.001
Open science0.0060.002
Research integrity0.0000.003
Insufficient payload (model declined to judge)0.0010.000

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 head0.432
GPT teacher head0.537
Teacher spread0.104 · 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 designNot applicable
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

Citations1
Published2023
Admission routes1
Has abstractyes

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