Bibliographic record
Abstract
In July 2011 and July 2012, two seasons of excavation were conducted in Manot Cave (License Nos. G-60/2011, G-61/2012; map ref. 21835-45/77105-15). The excavations, undertaken on behalf of the Israel Antiquities Authority, Ben-Gurion University of the Negev and Tel Aviv University and funded by the Dan David Foundation, the Irene Levi-Sala Foundation and the Israel Antiquities Authority, were directed by O. Barzilai, O. Marder and I. Hershkovitz, with the assistance of R. Lavi, M. Goder, D. Igorov, G. Herzlinger and R. Ben Lulu (area supervision), D. Vaknin (administration), V. Essman and Y. Shmidov (surveying and drafting), B. Langford, M. Ulman and U. Davidovich (mapping), H. Ashkenazi and N. Schneller Pels (laboratory), L. Barda (map) and C. Amit (photographs) and students and volunteers from the universities of Tel Aviv, Haifa, Ben-Gurion and Bar-Ilan, the Hebrew University of Jerusalem and Case Western Reserve University of Cleveland, Ohio. Research partners included A. Ayalon, M. Bar-Matthews, A. Matthews and G. Yas'ur (Geological Survey of Israel), G. Bar-Oz, R. Yeshurun and N. Schneller Pels (Zinman Institute of Archaeology, University of Haifa), E. Boaretto and V. Caracuta (D-REAMS Radiocarbon Laboratory, Weizmann - Max Planck Center for Integrative Archeology, Weizmann Institute of Science), B. Alex (Harvard University), S. Weiner (Kimmel Center for Archaeological Sciences, Weizmann Institute of Science), F. Berna (Simon Fraser University, Vancouver, Canada), A. Frumkin (Department of Geography, Hebrew University), D. Bar-Yosef (Tel Aviv University), U. Weiss (Department of Land of Israel Studies and Archaeology, Bar-Ilan University) and B. Latimer (Case Western Reserve University). We extend our thanks to Y. Ya'aqobi, Y. Lerer, E. Stern and D. Barshad (the IAA Northern Region Office) for their support during the excavation seasons, to the Jewish National Fund for financing the opening of an operative entrance into the cave and to S. Dora and O. Boneh of that organization for undertaking that project.
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) | 0.012 | 0.003 |
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; both teacher heads agree on what is shown here.
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".