Case Hardening: Turning Weathering Rinds into Protective Shells
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| June 01, 2017 Case Hardening: Turning Weathering Rinds into Protective Shells Ronald I. Dorn; Ronald I. Dorn 1 School of Geographical Sciences & Urban Planning Arizona State University Tempe AZ 85287-5302 USA E-mail: ronald.dorn@asu.edu Search for other works by this author on: GSW Google Scholar William C. Mahaney; William C. Mahaney 2 Quaternary Surveys 26 Thornhill Ave. Thornhill, Ontario, Canada, L4J 1J4 E-mail: arkose41@gmail.com Search for other works by this author on: GSW Google Scholar David H. Krinsley David H. Krinsley 3 Department of Geological Sciences University of Oregon Eugene, OR, 97403 USA E-mail: krinsley@uoregon.edu Search for other works by this author on: GSW Google Scholar Author and Article Information Ronald I. Dorn 1 School of Geographical Sciences & Urban Planning Arizona State University Tempe AZ 85287-5302 USA E-mail: ronald.dorn@asu.edu William C. Mahaney 2 Quaternary Surveys 26 Thornhill Ave. Thornhill, Ontario, Canada, L4J 1J4 E-mail: arkose41@gmail.com David H. Krinsley 3 Department of Geological Sciences University of Oregon Eugene, OR, 97403 USA E-mail: krinsley@uoregon.edu Publisher: Mineralogical Society of America First Online: 29 Nov 2017 Online Issn: 1811-5217 Print Issn: 1811-5209 Copyright © 2017 by the Mineralogical Society of AmericaMineralogical Society of America Elements (2017) 13 (3): 165–169. https://doi.org/10.2113/gselements.13.3.165 Article history First Online: 29 Nov 2017 Cite View This Citation Add to Citation Manager Share Icon Share Facebook Twitter LinkedIn MailTo Tools Icon Tools Get Permissions Search Site Citation Ronald I. Dorn, William C. Mahaney, David H. Krinsley; Case Hardening: Turning Weathering Rinds into Protective Shells. Elements 2017;; 13 (3): 165–169. doi: https://doi.org/10.2113/gselements.13.3.165 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 SocietyElements Search Advanced Search Case hardening is the process by which the outer shell of an exposed rock surface hardens due to near-surface diagenesis. Rock coatings and weathering rinds are distinct phenomena: rock coatings accrete on surfaces; weathering rinds derive from mineral dissolution and mechanical fracturing of the outer millimeters of a rock to create porosity. Ongoing reaction with rain, dew, or melted snow results in the downward migration of rock-coating components into weathering-rind pores. Initially, pore infilling protects the outer surface of the rock from flaking. As case hardening progresses, however, ongoing mineral dissolution underneath the case-hardened zone eventually leads to detachment. This sudden loss can destroy rock art, the surfaces of stone monuments, and facing stones of buildings. 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 | 0.000 | 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 | 0.001 | 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