Marian A.L. Miller 1950–2003
Bibliographic record
Abstract
November 01 2004 Marian A.L. Miller 1950–2003 Jennifer Clapp, Jennifer Clapp Trent University Search for other works by this author on: This Site Google Scholar Peter Dauvergne Peter Dauvergne University of British Columbia Search for other works by this author on: This Site Google Scholar Author and Article Information Jennifer Clapp Trent University Peter Dauvergne University of British Columbia Online Issn: 1536-0091 Print Issn: 1526-3800 © 2004 Massachusetts Institute of Technology2004 Global Environmental Politics (2004) 4 (4): iii–iv. https://doi.org/10.1162/glep.2004.4.4.iii Cite Icon Cite Permissions Share Icon Share Twitter LinkedIn Views Icon Views Article contents Figures & tables Video Audio Supplementary Data Peer Review Search Site Citation Jennifer Clapp, Peter Dauvergne; Marian A.L. Miller 1950–2003. Global Environmental Politics 2004; 4 (4): iii–iv. doi: https://doi.org/10.1162/glep.2004.4.4.iii Download citation file: Ris (Zotero) Reference Manager EasyBib Bookends Mendeley Papers EndNote RefWorks BibTex toolbar search Search Dropdown Menu toolbar search search input Search input auto suggest filter your search All ContentAll JournalsGlobal Environmental Politics Search Advanced Search This content is only available as a PDF. © 2004 Massachusetts Institute of Technology2004 Article PDF first page preview Close Modal You do not currently have access to this content.
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 | 0.001 | 0.001 |
| 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 | 0.001 |
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".