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.
Bibliographic record
Abstract
Geochemists' (AAG) Gold Medal for 2022 for his outstanding scientific achievements in exploration and environmental geochemistry.Bob has an extensive publication record spanning more than 50 years that includes 38 years as a Research Scientist and 17 years as an Emeritus Scientist (still active) at the Geological Survey of Canada (GSC).His research and resulting publications cover a wide range of topics including the design of regional geochemical surveys, management of geochemical data, geochemistry of organic lake sediments, drainage geochemistry, metals in the environment, and the influence of geology on agricultural soils and crops.Over the course of his career, he has authored or co-authored over 150 published papers, articles, and government reports, some 30 Open File reports, and 15 National Geochemical Reconnaissance data releases (1975)(1976)(1977).Bob's extensive scientific achievements include the following:Founding member of the GSC team that designed and implemented Canada's National Geochemical Reconnaissance (NGR) program in 1975 -whereby systematic regional geochemical surveys were conducted across Canada in support of mineral resource assessments.This program established the first national guidelines for sampling, analysis, and interpretation of regional geochemical data and went on to collect samples at more than 300,000 sites.Benefits are still being realized from the original work, and the program continues in a modified form today.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it