Bibliographic record
Abstract
In 2009, Bombardier Transportation’s Division Systems and Asia/Australia (previously Systems Division) embarked on a development project that was initially known as the “APM Platform Convergence” project, later to become known as the INNOVIA APM 300 project. On March 14, 2012, the prototype APM 300 vehicle left the static test bay at Bombardier Transportation’s Pittsburgh facility under its own power to embark on dynamic testing, even as two system projects, for King Abdulaziz International Airport in Jeddah, Saudi Arabia, and Munich Airport in Munich, Germany, were already underway, having reached Notice to Proceed in May and December of 2011, respectively. With receipt of a third order for a system at Dubai International Airport in Dubai, United Arab Emirates in November, 2012, the APM 300 has now transitioned from development through prototype and initial production to a stable product. This paper will examine that transition.
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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".