MétaCan
Menu
Back to cohort
Record W2064167625 · doi:10.3407/rpn.v1i1.2

BIENVENIDOS A LA REVISTA PRODUCTOS NATURALES

2007· article· es· W2064167625 on OpenAlex

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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueRevista Productos Naturales · 2007
Typearticle
Languagees
FieldAgricultural and Biological Sciences
TopicEducational Research and Science Teaching
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesArt

Abstract

fetched live from OpenAlex

Al final de la novena versión del “Congreso Colombiano de Fitoquímica” organizada por el Grupo Polifenoles UTP-CENIVAM en la Universidad Tecnológica de Pereira (Mayo, 2007), surgió la necesidad de una publicación seriada especializada en el área de productos naturales. La gran acogida que tuvo el evento, se manifestó con una asistencia cercana a las 300 personas de casi todo el país, entre investigadores de larga trayectoria y jóvenes de postgrado y pregrado; además de una nutrida participación con más de 150 artículos publicados en un número especial de la “Revista Scientia et Technica (Vol. XIII, No. 33)”. La versión anterior, la octava, realizada en la Universidad de Sucre, en Sincelejo, también fue publicada en la “Revista Actualidades Biológicas (2005, Vol. 27, suplemento 1) con 26 artículos y 43 resúmenes. Las siete versiones anteriores habían tenido, también, una asistencia similar y los trabajos se publicaron en libros de resúmenes.

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)0.007
metaresearch head score (Gemma)0.009
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science 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: Empirical
Teacher disagreement score0.689
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.009
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.003
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0020.000
Research integrity0.0000.002
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 head0.027
GPT teacher head0.317
Teacher spread0.291 · 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