The Environmental Geochemistry of Arsenic -- An Overview --
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Research Article| January 01, 2014 The Environmental Geochemistry of Arsenic — An Overview — Robert J. Bowell; Robert J. Bowell SRK Consulting, Churchill House, Cardiff CF10 2HH, United Kingdom, rbowell@srk.co.uk Search for other works by this author on: GSW Google Scholar Charles N. Alpers; Charles N. Alpers U.S. Geological Survey, Placer Hall, 6000 J Street Sacramento, California 95819, U.S.A., cnalpers@usgs.gov Search for other works by this author on: GSW Google Scholar Heather E. Jamieson; Heather E. Jamieson Department of Geological Sciences & Geological Engineering Miller Hall, Queen's University Kingston, Ontario K7L 3N6, Canada, jamieson@queensu.ca Search for other works by this author on: GSW Google Scholar D. Kirk Nordstrom; D. Kirk Nordstrom U.S. Geological Survey, 3215 Marine St., Suite 127 Boulder, Colorado 80303, U.S.A., dkn@usgs.gov Search for other works by this author on: GSW Google Scholar Juraj Majzlan Juraj Majzlan Friedrich-Schiller-Universität Jena, Germany, Juraj.Majzlan@uni-jena.de Search for other works by this author on: GSW Google Scholar Author and Article Information Robert J. Bowell SRK Consulting, Churchill House, Cardiff CF10 2HH, United Kingdom, rbowell@srk.co.uk Charles N. Alpers U.S. Geological Survey, Placer Hall, 6000 J Street Sacramento, California 95819, U.S.A., cnalpers@usgs.gov Heather E. Jamieson Department of Geological Sciences & Geological Engineering Miller Hall, Queen's University Kingston, Ontario K7L 3N6, Canada, jamieson@queensu.ca D. Kirk Nordstrom U.S. Geological Survey, 3215 Marine St., Suite 127 Boulder, Colorado 80303, U.S.A., dkn@usgs.gov Juraj Majzlan Friedrich-Schiller-Universität Jena, Germany, Juraj.Majzlan@uni-jena.de Publisher: Mineralogical Society of America First Online: 09 Mar 2017 © 2014 Mineralogical Society of America Reviews in Mineralogy and Geochemistry (2014) 79 (1): 1–16. https://doi.org/10.2138/rmg.2014.79.1 Article history First Online: 09 Mar 2017 Cite View This Citation Add to Citation Manager Share Icon Share Facebook Twitter LinkedIn Email Permissions Search Site Citation Robert J. Bowell, Charles N. Alpers, Heather E. Jamieson, D. Kirk Nordstrom, Juraj Majzlan; The Environmental Geochemistry of Arsenic — An Overview —. Reviews in Mineralogy and Geochemistry 2014;; 79 (1): 1–16. doi: https://doi.org/10.2138/rmg.2014.79.1 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 SocietyReviews in Mineralogy and Geochemistry Search Advanced Search Arsenic is one of the most prevalent toxic elements in the environment. The toxicity, mobility, and fate of arsenic in the environment are determined by a complex series of controls dependent on mineralogy, chemical speciation, and biological processes. The element was first described by Theophrastus in 300 B.C. and named arsenikon (also arrhenicon; Caley and Richards 1956) referring to its "potent" nature, although it was originally considered an alternative form of sulfur (Boyle and Jonasson 1973). Arsenikon is believed to be derived from the earlier Persian, zarnik (online etymology dictionary, http://www.etymonline.com/index.php?term=arsenic). It was not until the... 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.
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 | 0.001 | 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 it