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Record W7030095909

Methodology put to work

2002· other· en· W7030095909 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueCGSPace A Repository of Agricultural Research Outputs (Consultative Group for International Agricultural Research) · 2002
Typeother
Languageen
FieldPsychology
TopicHealth, Education, and Physical Culture
Canadian institutionsnot available
Fundersnot available
KeywordsWork (physics)DeclarationPromotion (chess)Quarter (Canadian coin)Action (physics)Agriculture
DOInot available

Abstract

fetched live from OpenAlex

After extensive preparation, the methodology for national stakeholders to establish their priority agricultural information themes is now nearing the application phase.\n\nThe methodology, which aims at strengthening capacities in the formulation, implementation and evaluation of agricultural policies, will be promoted through national bodies, national and regional workshops plus a wide range of customised information tools aimed at specific stakeholders such as decision makers, farmers groups, agricultural services, and the media. Many of the materials are summarised in a special CD-ROM.\n\nThese plans were drawn up at a regional workshop, with concrete activities already planned for Benin, Burkina Faso, Burundi, Côte d Ivoire, Guinea Bissau, Niger, Senegal and Togo. The meeting was held in Ouagadougou, Burkina Faso from 17 to 21 December 2001, under CTA auspices.\n\nIn line with the oft-prevailing practice of subsidiarity, whereby responsibility for an activity is held by the nearest competent body to its stakeholders, the national contact organisations committed themselves to drawing up their concrete plans of action during the first quarter of 2002. Similarly, the Website featuring the workshop s Declaration of Ouagadougou and its report is hosted in Burkina Faso.\n\nA follow-up regional workshop is slated for end-2002, to review progress in the promotion of the methodology at national level.\n\n\n\nWebsite: www.cta.liptinfor.bf

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)0.004
metaresearch head score (Gemma)0.007
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.072
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.007
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.003
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0030.000
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0020.002

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 head0.164
GPT teacher head0.450
Teacher spread0.286 · 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