Bibliographic record
Abstract
Stratonikeia in Caria spreads over the north slope of Kadıkulesi Tepesi and the flat area extending further. Discoveries in architecture and small finds from the ancient city range from the Bronze Age until the present. An important part of this long history encompasses the lower city on the flat area and its environs during the late antiquity. \nFollowing the earthquakes during the second and third centuries AD, in addition to the restoration of the damaged buildings, new and monumental strong buildings were constructed. After the proclamation of Christianity as the official religions, buildings were constructed in a hurry, thus not strong enough, in the fourth century, and they were easily destroyed in earthquakes. Then, from the late fourth through the late sixth century more monumental and grandiose structures were built. A Golden Age is attested not only in architecture but also in literature; and, abundance of materials from fallen structures as well as others ready to use paved the way for “Late Antique Gathering” and a new process of constructions. Starting in the first quarter of the seventh century, the city shrank in overall with many areas abandoned, and settlement continued only in a small area in the northeast. \nThe present study presents a general evaluation of the remains and finds from the late antiquity uncovered in the course of excavations and surveys within the city walls of Stratonikeia and environs.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.005 | 0.003 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".