MétaCan
Menu
Back to cohort
Record W2884420249 · doi:10.54886/scire.v24i1.4469

Aproximación bibliométrica a las contribuciones de Hope A. Olson en el campo de la organización del conocimiento

2018· article· es· W2884420249 on OpenAlex
María Camila Restrepo Fernández

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueScire representación y organización del conocimiento · 2018
Typearticle
Languagees
FieldSocial Sciences
TopicDiverse Applied Research Studies
Canadian institutionsStuart Olson (Canada)
Fundersnot available
KeywordsHumanitiesPhilosophy

Abstract

fetched live from OpenAlex

Se presenta la trayectoria académica de Hope A. Olson, cuya producción bibliográfica se caracteriza por una marcada crítica hacia los principios de universalidad y jerarquía presentes en las clasificaciones documentales. Para caracterizar su producción se analizaron sus publicaciones indexadas en Scopus hasta 2015 y, posteriormente, se procesó toda la información por medio de la metodología bibliométrica CAMEO con la asistencia de Pajek, VOSviewer y Nvivo. El resultado de la investigación es una caracterización reticular de las contribuciones teóricas de la autora.

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.

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)0.009
metaresearch head score (Gemma)0.011
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies, Scholarly communication, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.457
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.011
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0040.019
Science and technology studies0.0050.008
Scholarly communication0.0030.002
Open science0.0050.005
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0040.005

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 head0.015
GPT teacher head0.367
Teacher spread0.352 · 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