Bibliographic record
Abstract
Broad-band near-infrared images are used to probe the photometric properties of the brightest asymptotic giant branch (AGB) stars within 2 arcminutes of the centers of the dwarf elliptical galaxies NGC 147, NGC 185, and NGC 205. Sequences originating from oxygen-rich M giants and C stars are clearly distinguished on the (K, H − K) and (K, J − K) color-magnitude diagrams (CMDs). Based on the peak brightness and color of the M giant sequences, ages of 1 Gyr and 0.1 Gyr are predicted for the most recent significant star forming events in NGC 185 and NGC 205, respectively. The bolometric luminosity function (LF) of M giants in NGC 205 is flatter than in NGC 185, in agreement with studies at wavelengths shortward of 1µm. The most luminous AGB stars in NGC 147 are well mixed with fainter stars throughout the area surveyed in this galaxy, and the peak brightness of the M giant sequence indicates that the most recent significant star-forming activity occured ∼ 3 Gyr in the past. The C star contents of the three galaxies are compared in two ways. First, the notion of a specific frequency measurement for C stars, in which C star counts per unit magnitude are normalised to a common integrated K−band brightness using published surface photometry, is introduced. The specific frequency of C stars outside of the areas of most recent star formation is found to agree in all three galaxies. Second, comparisons are made using the integrated brightness from C
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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 | 0.001 | 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 | 0.001 | 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) | 0.000 | 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".