Bibliographic record
Abstract
Editorial| January 01, 2006 Editorial Jeremy Richards Jeremy Richards Editor Search for other works by this author on: GSW Google Scholar Author and Article Information Jeremy Richards Editor Publisher: Canadian Institute of Mining, Metallurgy and Petroleum First Online: 09 Mar 2017 © 2006 Canadian Institute of Mining, Metallurgy and Petroleum Exploration and Mining Geology (2006) 15 (1-2): i. https://doi.org/10.2113/gsemg.15.1-2.i Article history First Online: 09 Mar 2017 Cite View This Citation Add to Citation Manager Share Icon Share Facebook Twitter LinkedIn MailTo Tools Icon Tools Get Permissions Search Site Citation Jeremy Richards; Editorial. Exploration and Mining Geology 2006;; 15 (1-2): i. doi: https://doi.org/10.2113/gsemg.15.1-2.i Download citation file: Ris (Zotero) Refmanager EasyBib Bookends Mendeley Papers EndNote RefWorks BibTex toolbar search Search Dropdown Menu toolbar search search input Search input auto suggest filter your search All ContentBy SocietyExploration and Mining Geology Search Advanced Search Volume 15 of Exploration and Mining Geology marks a major transition for the journal, with a change of editorship, a new editorial board of Associate Editors, and a new Management Committee to oversee its business affairs. It also marks a change in copy editing and layout, and we welcome Lee Ewert as the new Production Editor. Exploration and Mining Geology has been published as the journal of the Geological Society of the Canadian Institute of Mining, Metallurgy and Petroleum (CIM) since 1992, originally through Pergamon Press, and then by CIM. The inaugural editors (from 1992 to 1995) were Harold Gibson,... You do not have access to this content, please speak to your institutional administrator if you feel you should have access.
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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 | 0.016 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.139 | 0.102 |
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".