Bibliographic record
Abstract
Research Article| December 27, 2021 THE ARROWS IN ORGANISM-SUBSTRATE INTERACTIONS M. GABRIELA MÁNGANO M. GABRIELA MÁNGANO Department of Geological Sciences, University of Saskatchewan, 114 Science Place, Saskatoon, SK S7N 5E2, Canada email: gabriela.mangano@usask.ca Search for other works by this author on: GSW Google Scholar PALAIOS (2021) 36 (12): 353–355. https://doi.org/10.2110/palo.2021.054 Article history received: 29 Oct 2021 accepted: 08 Nov 2021 first online: 27 Dec 2021 Cite View This Citation Add to Citation Manager Share Icon Share Facebook Twitter LinkedIn MailTo Tools Icon Tools Get Permissions Search Site Citation M. GABRIELA MÁNGANO; THE ARROWS IN ORGANISM-SUBSTRATE INTERACTIONS. PALAIOS 2021;; 36 (12): 353–355. doi: https://doi.org/10.2110/palo.2021.054 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 SocietyPALAIOS Search Advanced Search It really is a wonderful opportunity to be able to write a Spotlight piece as past Co-editor of PALAIOS. After all, since my time as a student in the deep, deep South (i.e., south of the Rio Grande), I loved reading the front piece of the freshly arrived-in-the-mail PALAIOS journal—sent by snail mail at that time and patiently awaited! Those lines, typically provocative, revealed their authors in a very different light, sharing personal perspectives, with the fresh flavor of ideas presented in an almost colloquial way, without the necessary rigor and structure of a more formal scientific contribution. These lines... 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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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 teacher head, 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".