INFORMATION AND INNOVATIVE TECHNOLOGIES IN THE DEVELOPMENT OF SOCIETY
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
Significant progress has been made in developing integration solutions and robust protocols for information exchange within automated construction management technology.These advances are necessary to enhance existing BIM standards.In addition, these innovations facilitate seamless integration with a project's BIM technology, enabling comprehensive automation of the preparation of input data for resource management (estimates, financing and delivery schedules) and dynamic planning.This integration minimises the labour costs associated with the collection and processing of construction site information, facilitating productive feedback loops between production and planning.Consequently, the efficiency and accuracy of project management are greatly improved, leading to optimal results.The problem requires comprehensive and modern methods, which should include the application of automated construction management technologies in both modernisation projects and reconstruction projects of existing infrastructure [1, 11].
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) | 0.000 | 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