Plant remains from Jiyeh/Porphyreon, Lebanon (seasons 2009–2014): preliminary results of archaeobotanical analysis and implications for future research
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
The seaside settlement of Jiyeh in Lebanon, now identified with the ancient Porphyreon, boasts a history dating back to the Late Bronze Age and Iron Age when Phoenicia occupied part of the Levantine coast (eastern Mediterranean). Extensive archaeological excavations by a team from the Polish Centre of Mediterranean Archaeology University of Warsaw have focused on the urban residential quarter, which consists of numerous houses and buildings separated by passages, containing material that has provided important insights into the lives of its inhabitants over time. However, as archaeobotanical studies had not been conducted there before, the question of plant use remains an important and largely unknown area of research. This article presents the first botanical results from Jiyeh (seasons 2009–2014) and considers their implications for future cooperation between archaeologists and natural scientists.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.010 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 it