Agbiotech Bulletin, Volume 3 Issue 1, January, 1995
Bibliographic record
Abstract
Agbiotech Bulletin Volume 3 Issue 1, January, 1995 Code Number: NL95016 Size of Files: Text: 62K No associated graphics files Going South: Opportunity in Latin America Building Links is First Step Language, Cultural Knowledge Important Potential Worth the Effort NEWS Ag Canada Cost Recovery Initiative Causes Concern Limagrain Opens Saskatoon Office Cancer-fighting Canola VIDO Reviews Goals UofS Greenhouses Wheat Board Office in Beijing Field Pea Herbicide Registered New Dates for BIO Exhibition Calgene Plants Laurate Canola Pollution Fighters Glufosinate-Tolerant Crops in Europe International Advisory Commission Set Up TRENDS Biotech Cosmetics Superfarms: The Evolution of Agriculture Site Selection: What Biotech Companies Really Look For FINANCES BIOSTAR, Canamino Get $5 Million Boost Financing the New Economy ADF's Launches Agri-Value Program SYNSORB Initiates Funding Scheme Agbiotechnology Firms Report on Financial Health ISSUES Biodiversity Preservation Requires Commitment Program to Examine Ethics of DNA Research Biotechnology and Ethics FDA and BIO Hold Joint Meeting on Biotech Foods U.S. EPA Proposes Streamlined Regulations CAST Task Force on Labelling Feeding Tomorrow's Children 1993 Study of World Attitudes to Biotechnology Consensus Conference: A Novel Approach Finding Latin American Partners Global Agbiotech Association Launched SRC Infoline Diagnostic Kits for Blackleg in Canola Tapping Community Resources for Education Agrosphere Leadership in Biotechnology Environmental Information Ontario Agri-Food Contact Directory Biotech95: Reform, Restructure, Renewal Food Biotechnology: Microorganisms Biotech Education Magazine North Carolina Biotech Directory Shipping Guide for Biologicals Law Firm Opens Singapore Office Irish Biotech Sourcebook Biotechnologia Habana '95 Safer Transport of Germplasm World Bank of Licensable Technology Database Food Biotechnology: Health and Harvest for Our Times Green Industry Biotechnology Platform PEOPLE WATCH University of Guelph Eco-Research Chair CATA APRO Asia Pacific Foundation National Research Council (Canada) Biomira Inc. Food Research and Development Centre University of Saskatchewan UofS Technologies Inc. Monsanto Hoechst - AgrEvo UK BioIndustry Association FAO The AgBiotech Bulletin is published by Westcross House Publications 608 Duchess Street Saskatoon, Saskatchewan, Canada S7K 0R1 Phone: (306) 934-1772 fax: (306) 664-6615
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.468 | 0.446 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".