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
Because the earthquake is one of the harmful factors that damages properties and human lives annually, statistics of injuries shows that over 130000 people have lost their lives during the past 100 years in Iran.Thus, according to Khazar and Alborz Faults existence which caused great damage in north of Iran, it is necessary to design a residential complex with an earthquake-resistant form, appropriate landscape design, and interior design and anti-seismic technologies.Therefore, the study aimed to design earthquake-resistant buildings.Present study is a descriptive-analytical approach carried out on a mixed method platform.The study focuses on designing Roudbar Residential Complex based on an anti-seismic approach.It is a crosssectional research since its findings can be used to solve the safety problems of Roudbar building with respect to earthquakes of the regions.The causality relationship in this research can be formulated as follows: the novel anti-seismic technologies increase safety and reduce damages caused by earthquakes.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.999 | 0.989 |
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