GC systems & SMBHs in spiral gal. III. (Gonzalez-Lopezlira+, 2022)
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
All the data for this work were obtained with the Canada-France-Hawaii Telescope (CFHT), the optical images with MegaCam and the Ks-band ones with the Wide-field InfraRed Camera (WIRCam). Observations span 2011-Mar-01 to 2019-Apr-03; see Table 1 for further details. MegaCam has a field of view (FOV) of 0.96{deg}x0.94{deg}, with a plate scale of 0.186"/pixel, while the FOV of the WIRCam is ~21'x21', with a plate scale of 0.307"/pixel. Except for NGC 4395, the g', i', and r' data are archival, and were originally secured through programs 11AC08 (PI: G. Harris), and 13AS03 (PI: Zhao-Yu Li). The u* and Ks-band images, as well as all the NGC4395 data, are ours, and were acquired through programs 17AF12, 18AF99 (PI: K. Alamo-Martinez), and 19AF03 (PI: Y. Ordenes-Briceno).
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.004 | 0.004 |
| Research integrity | 0.000 | 0.002 |
| 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 it