The pictographs of Chel-Dokhtaroon in the Southern Zagros Mountains, Fars, Central Southern Iran
Bibliographic record
Abstract
This paper reports and discusses a new collection of pictographs situated in a rock shelter called Chel-Dokhtaroon in the southern Zagros Mountains in Jahrom, Fars province in southern Iran. Chel-Dokhtaroon contains one of the largest collections of pictographs identified in this part of the country so far. The use of Dstretch application recovered the faded depictions, which were not visible to the naked eye. The rock paintings of Chel-Dokhtaroon show stylistic similarities to some other pictographs previously identified in the southern Zagros Mountains. It is proposed that the Chel-Dokhtaroon and Abdozu pictographs show the highest degree of stylistic similarity together compared to the other sites in the area. Relative dating methods have been attempted to reach a primary understanding of the relative age of the pictographs. Using a semiotic approach, the paper discusses that some representations may show social spaces occupied by anthropomorphic depictions.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".