Bibliographic record
Abstract
Research Article| January 01, 2007 JOSEPH A. CUSHMAN AWARD David B. Scott David B. Scott Centre for Environmental and Marine Geology, Dalhousie University, Halifax, Nova Scotia B3H3J5, CANADA Search for other works by this author on: GSW Google Scholar Author and Article Information David B. Scott Centre for Environmental and Marine Geology, Dalhousie University, Halifax, Nova Scotia B3H3J5, CANADA Publisher: Cushman Foundation for Foraminiferal Research First Online: 03 Mar 2017 Online ISSN: 1943-264X Print ISSN: 0096-1191 © 2007 Journal of Foraminiferal Research Journal of Foraminiferal Research (2007) 37 (1): 1. https://doi.org/10.2113/gsjfr.37.1.1 Article history First Online: 03 Mar 2017 Cite View This Citation Add to Citation Manager Share Icon Share Facebook Twitter LinkedIn Email Permissions Search Site Citation David B. Scott; JOSEPH A. CUSHMAN AWARD. Journal of Foraminiferal Research 2007;; 37 (1): 1. doi: https://doi.org/10.2113/gsjfr.37.1.1 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 SocietyJournal of Foraminiferal Research Search Advanced Search Dr. James P. Kennett comes from a distinguished line of micropaleontologists from Victoria University in Wellington, New Zealand but has expanded his studies to include several far-flung locales. After finishing his studies in New Zealand in 1966, Jim became a research associate at the Allan Hancock Foundation at the University of Southern California from 1966–68. From there, he spent time at Florida State University (1968–70), University of Rhode Island (1970–87) and the University of California, Santa Barbara where he helped start the Marine Science Institute, acting as its first director (1987–1997). Jim received his Doctor of Science from Victoria University... 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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.447 | 0.285 |
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".