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Record W566474240

What is a Contribution to IS Design Science Knowledge

2014· article· en· W566474240 on OpenAlexaff
Carson Woo, Arash Saghafi, Alirio Rosales

Bibliographic record

VenueJournal of the Association for Information Systems · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicInformation Systems Theories and Implementation
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsField (mathematics)Design science researchComputer scienceOrder (exchange)EpistemologyDesign scienceRigourWork (physics)Data scienceSociologyKnowledge managementEngineeringInformation systemMathematicsPhilosophy
DOInot available

Abstract

fetched live from OpenAlex

In order to promote more rigor in Design Science Research (DSR), Gregor and Hevner have proposed guidelines for conducting and evaluating DSR in the Information Systems (IS) discipline. Their work has been influential and widely used to advance the field. However, the way they characterize IS-DSR knowledge contributions excludes what we believe are genuine contributions and includes works that in our lights are not contributing to IS-DSR knowledge. To overcome this problem, we borrow from the contemporary philosophy of science to develop a framework for identifying the types of IS-DSR knowledge. We posit that contributions to DSR are in the form of theories or technological designs, and each type could be either inter-field or field. We demonstrate the strength of the proposed framework in better identifying contributions and clarifying the boundaries of IS-DSR. Our experience led us to believe that the proposed view is applicable to the whole IS discipline.

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)0.018
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.958
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0180.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0020.008
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 head0.024
GPT teacher head0.340
Teacher spread0.316 · 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.

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

Citations7
Published2014
Admission routes1
Has abstractyes

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