Bibliographic record
Abstract
Other| December 01, 2005 CANADIAN SOCIETY OF PETROLEUM GEOLOGISTS 2004/2005 REPORT OF ACTIVITIES Jeff Packard; Jeff Packard President Search for other works by this author on: GSW Google Scholar James Reimer; James Reimer Vice President Search for other works by this author on: GSW Google Scholar Allen Schink; Allen Schink Finance Director Search for other works by this author on: GSW Google Scholar Marty Hewitt; Marty Hewitt Assistant Finance Director Search for other works by this author on: GSW Google Scholar Doug Hamilton; Doug Hamilton Program Director Search for other works by this author on: GSW Google Scholar Memory Marshall; Memory Marshall Assistant Program Director Search for other works by this author on: GSW Google Scholar Astrid Arts; Astrid Arts Service Director Search for other works by this author on: GSW Google Scholar Shannon Nelson Evers; Shannon Nelson Evers Assistant Service Director Search for other works by this author on: GSW Google Scholar Ashton Embry; Ashton Embry Communications Director Search for other works by this author on: GSW Google Scholar David Middleton; David Middleton Outreach Director Search for other works by this author on: GSW Google Scholar Craig Lamb Craig Lamb Past President Search for other works by this author on: GSW Google Scholar Bulletin of Canadian Petroleum Geology (2005) 53 (4): i. https://doi.org/10.2113/53.4.i Article history first online: 02 Mar 2017 Cite View This Citation Add to Citation Manager Share Icon Share Twitter LinkedIn Tools Icon Tools Get Permissions Search Site Citation Jeff Packard, James Reimer, Allen Schink, Marty Hewitt, Doug Hamilton, Memory Marshall, Astrid Arts, Shannon Nelson Evers, Ashton Embry, David Middleton, Craig Lamb; CANADIAN SOCIETY OF PETROLEUM GEOLOGISTS 2004/2005 REPORT OF ACTIVITIES. Bulletin of Canadian Petroleum Geology 2005;; 53 (4): i. doi: https://doi.org/10.2113/53.4.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 SocietyBulletin of Canadian Petroleum Geology Search Advanced Search This content is PDF only. Please click on the PDF icon to access. First Page Preview Close Modal You do not have access to this content, please speak to your institutional administrator if you feel you should have access.
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.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.010 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.222 | 0.085 |
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".