Agbiotech Bulletin, Volume 3, Issue 5, May, 1995
Bibliographic record
Abstract
Agbiotech Bulletin Volume 3, Issue 5, May, 1995 Code Number: NL95020 Size of Files: Text: 48K No associated graphics files VIDO Celebrates 20 Years New Vaccine Technology Combatting Livestock Disease News Feed Resource Centre to Link Industry, Academia Biostar to Construct New Facility Funding Increase for POS Plant Canamino Receives Expansion Loan Canadian Trading Opportunities Enhanced Herbicide Resistant Canola Lines Approved by Ag Canada Project to Encourage Canada-Latin American Collaboration on Biotech EcoPharm to Grow Drugs Patent Sought for Oilseed Inks Transgenics Cleared in US. Mycogen Foils Corn Borers Say It with (Transgenic) Flowers Events Value-Added Cereals Through Biotechnology European Conference on Intellectual Property AIC '95 - The Agricultural Institute of Canada Strategic Partnering Event Industrial Biotech Conference, December 4-6, 1995 Trends The Future of Transgenic Crops Execs Nix Voice Mail Gene Gun R&D Consolidated Acquisition Expands Pfizers Product Lines Research Centre Collections to Come Under FAO Auspices Kubota, Mycogen Form Alliance Finance Saskatchewan Farm Economy Improves in 94 Canola Production and Research Up Shift to Agritechnology Predicted Producers Vs. Animal Activists US Companies Plan to Overcome Regulatory Delays European Union Moving Slowly into rbST, Patents Plant Resources Losing Out to Environment? Attitudes Consumer Views Gauged Worldwide Resources Agbiotech On Line Bioinformatics on the Internet Microfungus Collection at the University of Alberta Plant Protection Connection B.C. Research Park to Open Turf Rights to Gene Gun USDA Looks at Industrial Uses of Ag Materials Educational TV Series on Biotech Publication on Animal Vaccines Available International Standards Seminars Offered People Watch AgraQuest, Inc. AgrEvo Agriculture and Agri-Food Canada BioIndustry Association BioResearch Ireland BIOSTAR Inc. B. C. University Industry Liaison Canadian Genetic Diseases Network NSERC Saskatchewan Institute of Agrologists Saskatchewan Research Council Solvay Animal Health Fytokem ICAST Industry Canada
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.512 | 0.536 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".