Bibliographic record
Abstract
Erik Seedhouse works as an Assistant Professor in Applied Aviation Sciences at Embry-Riddle Aeronautical University (ERAU). He is also Manager of ERAU's Suborbital Spaceflight Simulator and Editor-in-Chief of Springer's major reference work, The Handbook of Life Support Systems for Spacecraft and Extraterrestrial Habitats. A prolific author, Erik has published more than 20 books on the subject of manned space exploration, including 'SpaceX, 'Virgin Galactic', Bigelow Aerospace' and 'XCOR'. Between 2008 and 2013 he served as director of Canada’s manned centrifuge and hypobaric operations and in 2009 he was one of the final 30 candidates in the Canadian Space Agency’s Astronaut Recruitment Campaign. In his spare time he works as a professional speaker, triathlon coach and author. When not enjoying the sun on Florida's Space Coast he divides his time between his second home in Sandefjord and Waikoloa.
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 | 0.005 | 0.018 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.007 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.005 |
| Insufficient payload (model declined to judge) | 0.002 | 0.006 |
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; both teacher heads 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".