Bibliographic record
Abstract
Research Article| May 01 2017 Çatalhöyük, Archaeology, Violence Christopher J. Knüsel; Christopher J. Knüsel CHRISTOPHER J. KNÜSEL is professor of biological anthropology in UMR 5199, De la Préhistoire à l’Actuel: Culture, Environnement, et Anthropologie (PACEA) at the Université de Bordeaux, Bordeaux, France. He serves as co-head, with Prof. Clark Spencer Larsen (The Ohio State University, USA), of the Human Remains Team at the neolithic site of Çatalhöyük (Turkey), currently being excavated by Prof. Ian Hodder (Stanford University, USA). With Martin Smith (Bournemouth University, UK) he is a contributor to and editor of The Routledge Handbook of the Bioarchaeology of Human Conflict (Routledge, London, 2014). Search for other works by this author on: This Site Google Bonnie Glencross Bonnie Glencross BONNIE GLENCROSS is an assistant professor of archaeology and classical studies at Wilfrid Laurier University in Waterloo, Ontario, Canada. She completed graduate degrees at the University of Toronto and held a postdoctoral fellowship at the University of California, Berkeley. She has over 26 years of expertise in bioarchaeology and conducts research in Bermuda, Canada, and Turkey. She has published numerous scholarly articles and book chapters including (with Basak Boz) “Representing Neolithic Violence in the Near East: Readings from Contextualized Human Skeletal Remains,” which appeared as a book chapter in The Routledge Handbook of the Bioarchaeology of Human Conflict (M. Smith and C. Knüsel, editors). Search for other works by this author on: This Site Google Contagion: Journal of Violence Mimesis and Culture (2017) 24: 23–36. https://doi.org/10.14321/contagion.24.1.0023 Cite Icon Cite Share Icon Share Facebook Twitter LinkedIn MailTo Permissions Search Site Citation Christopher J. Knüsel, Bonnie Glencross; Çatalhöyük, Archaeology, Violence. Contagion: Journal of Violence Mimesis and Culture 1 May 2017; 24 23–36. doi: https://doi.org/10.14321/contagion.24.1.0023 Download citation file: 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 Scholarly Publishing CollectiveMichigan State University PressContagion: Journal of Violence Mimesis and Culture Search Advanced Search The text of this article is only available as a PDF. © 2017 Michigan State University Press2017 Article PDF first page preview Close Modal You do not currently have access to this content.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.005 | 0.008 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.014 | 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 source (direct Gemma or distilled Codex), 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".