Condition Survey and Recommendations Regarding the Repair of the Facades of the Historical Building in the Besarabskyi Quarter in Kyiv
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 article describes the work carried out during 2021 – 2022 on the condition survey of building facades in the so-called historical Bessarabian quarter in Kyiv. The purpose of the survey is to identify defects and damage that were acquired during the operation of the facades and can reduce their durability. The following methods were used: visual – when determining the technical condition of structures based on external features; analytical – when assessing the technical condition of the surveyed object, instrumental – when studying the physical and mechanical indicators of structures. Based on the received survey data, recommendations were formulated regarding the facade restoration technology. It is recommended to focus specifically on the method of dismantling the existing decorative layers of the facade and replacing them with new ones. This approach will maximally extend the service life of the facade of the historic building.
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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 | 0.006 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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