Bibliographic record
Abstract
Bombardier Transportation's Systems Division has developed an enhanced version of the BOMBARDIER* CX-100* APM vehicle to replace the original fleet of C-100 Miami-Dade Transit (MDT) Metromover downtown people mover vehicles. The paper details significant new designs and enhancements including: • Enhanced styling featuring new highly sloped end cap design and end interior; • End-equipment packaging configuration featuring modular framing; • Manual controller configuration with improved human interface; • Revised door opening configuration; • Undercar package Heating, Ventilation, and Air Conditioning (HVAC) unit sized for subtropical climates and optimized for maintainability; • Air distribution system with optimized air flow characteristics; • Trainline design with universal coupling for improved operational flexibility; • Expanded use of anti-corrosion materials and details; • A new Vehicle Monitoring and Control System (VMCS) component of the on-board Automatic Train Control (ATC) system; and • Communications subsystems including voice and data radio, CCTV with digital video recorder, passenger info system, and mobile wireless router.
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 | 0.000 |
| 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) | 0.001 | 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".