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
Preface 1 Cable-supported bridges Design of the Forth Replacement Crossing, Scotland, UK S. Kite, M. Carter & B. Minto The cable-stayed bridge across the River Sava in Belgrade P. Walser, S. Hopf & M. Steinkuhler Indian River Inlet Bridge-A design-build in progress E. Nelson Main cable corrosion protection by dehumidification: Experience, optimization and new developments M.L. Bloomstine 2 Bridge analysis & design Bridge design for maintenance B.R. Colford The New Lake Champlain Bridge design process T. Potts, J. Billings, J. Bridges & J. Boni A signature footbridge for Xinjin, China Q. Ye, J. Zhang, C. Clark & G. Fanjiang Comparative of single pendulum and triple pendulum seismic isolation bearings on the St. Laurent Bridge, Quebec, Canada J. Barbas, P. Matusewitch & M. Williams Incorporating climate change predictions in the hydraulic analysis of bridges G.M. Shields 3 Innovative bridge technology Concrete filled tubular flange girder bridge R. Bondi The Queens Boulevard Bridge-the NEXT generation D. Tuckman & M. Deitch New tools for inspection of gusset plates C. Higgins, O.T. Turan & Q. Nguyen 4 Bridge rehabilitation and retrofit Delaware River Turnpike Bridge-riveted connection analysis and retrofit R.J. Schaefer, B.D. Buckman, W. Scott Johnsen & J. Laird Rehabilitation of the 31st Street Arch of Hell Gate Viaduct, New York City M.J. Abrahams Main span hinge elimination and continuity retrofit of the Sandesund Prestressed Box Girder Bridge in Norway S. Fjeldheim & S. Kr. Heggem Deck truss bearing rehabilitation for the Benjamin Franklin Bridge Q. Ye, Q.V. Nguyen, E. Montgomery & M. Venuto Low profile uplift bearings for the Atlantic Avenue Viaduct, New York City R.J. Watson & J. Conklin 5 Bridge replacement & construction Rapid replacement of bridges using modular systems B. Sivakumar Accelerating bridge construction with prefabricated bridge elements-The latest in new technology for moderate to high seismic regions in the United States B. Khaleghi, K. Thompson & P. Chung Replacement of the Hog Island Channel and Powell Creek Bridges L. Fernandez 6 Bridge management & monitoring Remote structural monitoring systems for long-term confidence in a structure's condition T. Spuler, G. Moor, R. Berger & R. Watson Strategies in tunnel design, construction, maintenance, inspection and operations H. Capers, Jr., L. Jiang & K. Thompson Identifying and sharing best practices in bridge maintenance and management M.M. Myers & H.A. Capers, Jr. 7 Historic bridges New bascule bridge for historic New Bern, North Carolina E. Kelly Site and sight: Examining the forms of Hudson River Bridges P. Draper, E. Segal & A. O'Connor The St. Louis Bridge, the Brooklyn Bridge, and the feud between Eads and Roebling K. Gandhi Author index
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 | 0.001 |
| 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