Bibliographic record
Abstract
Obituary| July 20, 2022 Obituary for David B. Scott, B.S., M.S., Ph.D., 1947‐2021 Peter J. van Hengstum Peter J. van Hengstum Department of Marine and Coastal, Environmental Science, Texas A&M University at Galveston, 200 Seawolf Parkway, Bldg. 3029, OCSB 383, Galveston, TX 77553, E-mail: vanhenp@tamug.edu Search for other works by this author on: GSW Google Scholar Author and Article Information Peter J. van Hengstum Department of Marine and Coastal, Environmental Science, Texas A&M University at Galveston, 200 Seawolf Parkway, Bldg. 3029, OCSB 383, Galveston, TX 77553, E-mail: vanhenp@tamug.edu Publisher: Cushman Foundation for Foraminiferal Research First Online: 20 Jul 2022 Online ISSN: 1943-264X Print ISSN: 0096-1191 Journal of Foraminiferal Research (2022) 52 (3): 189–192. https://doi.org/10.2113/gsjfr.52.3.189 Article history First Online: 20 Jul 2022 Cite View This Citation Add to Citation Manager Share Icon Share Facebook Twitter LinkedIn MailTo Tools Icon Tools Get Permissions Search Site Citation Peter J. van Hengstum; Obituary for David B. Scott, B.S., M.S., Ph.D., 1947‐2021. Journal of Foraminiferal Research 2022;; 52 (3): 189–192. doi: https://doi.org/10.2113/gsjfr.52.3.189 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 View largeDownload slideDAVID B. SCOTT, B.S., M.S., PH.D. 1947-2021View largeDownload slideDAVID B. SCOTT, B.S., M.S., PH.D. 1947-2021 On 21 December 2021, Professor David B. Scott passed away in the province of Nova Scotia in Canada at the age of 74 with his cherished wife, Kumiko, by his side. He is first remembered as a fantastic father and husband who enjoyed fishing, canoeing, and international travel with his family. Outside of the formalities of academia, Dave also enjoyed visiting local elementary schools to talk about dinosaurs or take young students on trips to Nova Scotia's fossiliferous... 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 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.659 | 0.596 |
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".