Application of Thermodynamic Modeling (Activity Diagrams) to Carbonated Ultramafic Rocks Associated with Orogenic Gold Environments
Bibliographic record
Abstract
Research Article| July 03, 2024 Early Publication Application of Thermodynamic Modeling (Activity Diagrams) to Carbonated Ultramafic Rocks Associated with Orogenic Gold Environments Derek D. V. Leung; Derek D. V. Leung § Harquail School of Earth Sciences, Laurentian University, 935 Ramsey Lake Rd, Sudbury, Ontario, Canada, P3E 2C6 §Corresponding author e-mail address: derekdvleung@gmail.com Search for other works by this author on: GSW Google Scholar Douglas K. Tinkham; Douglas K. Tinkham Harquail School of Earth Sciences, Laurentian University, 935 Ramsey Lake Rd, Sudbury, Ontario, Canada, P3E 2C6 Search for other works by this author on: GSW Google Scholar Andrew M. McDonald Andrew M. McDonald Harquail School of Earth Sciences, Laurentian University, 935 Ramsey Lake Rd, Sudbury, Ontario, Canada, P3E 2C6 Search for other works by this author on: GSW Google Scholar Author and Article Information Derek D. V. Leung § Harquail School of Earth Sciences, Laurentian University, 935 Ramsey Lake Rd, Sudbury, Ontario, Canada, P3E 2C6 Douglas K. Tinkham Harquail School of Earth Sciences, Laurentian University, 935 Ramsey Lake Rd, Sudbury, Ontario, Canada, P3E 2C6 Andrew M. McDonald Harquail School of Earth Sciences, Laurentian University, 935 Ramsey Lake Rd, Sudbury, Ontario, Canada, P3E 2C6 §Corresponding author e-mail address: derekdvleung@gmail.com Publisher: Mineralogical Association of Canada Received: 31 Mar 2024 Accepted: 13 May 2024 First Online: 03 Jul 2024 The Canadian Journal of Mineralogy and Petrology (2024) https://doi.org/10.3749/2400012 Article history Received: 31 Mar 2024 Accepted: 13 May 2024 First Online: 03 Jul 2024 Cite View This Citation Add to Citation Manager Share Icon Share Facebook Twitter LinkedIn Email Permissions Search Site Citation Derek D. V. Leung, Douglas K. Tinkham, Andrew M. McDonald; Application of Thermodynamic Modeling (Activity Diagrams) to Carbonated Ultramafic Rocks Associated with Orogenic Gold Environments. The Canadian Journal of Mineralogy and Petrology 2024; doi: https://doi.org/10.3749/2400012 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 SocietyThe Canadian Journal of Mineralogy and Petrology Search Advanced Search This content is PDF only. Please click on the PDF icon to access. First Page Preview Close Modal You do not have access to this content, please speak to your institutional administrator if you feel you should have access.
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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) | 0.000 | 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".