Preprint typeset using LATEX style emulateapj v. 11/10/09 THE ATACAMA LARGE MILLIMETER/SUBMILLIMETER ARRAY
Bibliographic record
Abstract
The first Canadian Long Range plan identified the Atacama Large Millimeter/Submillimeter Array (ALMA) as the highest priority for a major ground-based observatory. With Early Science scheduled for 2011 and construction to be completed by 2013, ALMA is poised to deliver transformational science across a wide range of topics. For the next five years, the most critical issues for Canadian participation in ALMA are (1) to secure complete Canadian funding for ALMA operations, and (2) to identify a visible role for Canada in ALMA operations. Additional important issues are to prepare the Canadian community to be effective ALMA users, both in Early Science and in full operations, and to position Canada to lead or play a major role in one or more ALMA development projects. Finally, it is critical that the final construction funds be available to complete our Band 3 commitment. Subject headings: 1.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.006 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.009 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.679 | 0.503 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".