Recent Developments in Paleomagnetism and Geomagnetism: Sixth Nordic Paleomagnetic Workshop; Lule, Sweden, 15–22 September 2009
Bibliographic record
Abstract
The Sixth Nordic Paleomagnetic Workshop was held in northern Sweden. The meeting focused on discussion of recent developments in paleomagnetism/geomagnetism, covering topics including thousand‐year‐scale geomagnetic field variations, paleoclimate of the Holocene (∼10,000 years ago to the present), Phanerozoic (∼545 million years ago to the present) plate reconstructions, and Precambrian (more than ∼545 million years ago) supercontinents. The workshop series began in 1986 in Espoo, Finland, in connection with the European Geotraverse Project. Since then, workshops have occurred every 45 years: the second in Sweden (1990), the third in Norway (1994), the fourth in Denmark (1999), and the fifth in Finland (2005). A total of 23 paleomagnetists and geomagnetists representing 12 countries (Australia, Brazil, Canada, Denmark, Estonia, India, Finland, Norway, Switzerland, Sweden, United Kingdom, and United States) participated in the sixth workshop.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.021 | 0.007 |
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".