Using Boundary-based Mapping Projections for Morphological Classification of Small Bodies
Why this work is in the frame
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Bibliographic record
Abstract
Purpose: We present a systematic approach to interpreting asteroid shape and surface morphology [1,2,3,4,5,6,7,8,9] using Constant Scale Natural Boundary (CSNB) map projection applied to Deimos, Phobos, Eros, and Ida. With the CSNB projection, the ridges and troughs, ‘event horizons’ acting as encoders of asteroid history, can be prominently featured as map edges at constant scale. For consistency and orientation, we locate the blunt ‘nose’ in the center of all maps in the equatorial plane, because most asteroids are elongated along the equatorial axis, and the blunt nose is a recognizable feature, but less morphologically complex than the ‘sharp’ end. The external boundaries then become the ridges connecting ‘peaks’, which typically run parallel to the equator, and troughs connecting ‘basins’, which typically separate the promontories. Three maps, two ridge-bound and one trough-bound, exist for each object (Figure on next page). Segmented maps (right column) show separation of the surface into geodesic ‘facets’, preserve resolution, and fold to a 3D facsimile of the asteroid. Compact maps (left colums) preserve orientation and are suitable for use as continuous maps with physical meaning to their edges. CSNB Map Comparison to other Projections: Understanding morphological patterns requires minimizing the distortion in important features. Simple cylindrical and mercator maps, although familiar and instantly orientating, produce great distortions, particularly for irregular objects and particularly at higher latitudes [9]. 3D mosaics require more than one view to illustrate what CSNB and conformal projections show in flat maps. CSNB projection combines the best features of 3D mosaics and conformal maps, emphasizing highly irregular faceted shape in one view, with minimal distortion, on a flat map. CSNB maps are designed to be conformal for antipodal areas and to preserve proportions in map interiors. The CSNB map shows the crater distribution, as well as the radial distribution of albedo and morphological features relative to the most prominent features, on one map. ‘Segmented’ CSNB projections preserve resolution as well. A disadvantage in use of the less traditional segmented CSNB projection is the vigilance required to keep track of features to allow orientation. Asteroid Morphology: Morphological parameters manifested in CSNB map shape include E/W and N/S distribution of segments, roughness of boundaries associated with each segment, and aspect ratios for each segment. Based on comparison of these parameters (see table below), Phobos and Deimos, are more spherical and regular than Eros or Ida, implying a more disruptive history for the latter two asteroids. Phobos is composed of considerably elongated segments, due to network of radial grooves extending from the Crater Stickney on the nose. Deimos and Eros show considerably greater asymmetry in the N/S directions. Eros and Ida both exhibit considerably more roughess on segment boundaries indicating that Deimos and Phobos, with their less disruptive facet boundaries, may be somewhat shielded from bombardment by the planet Mars. Asymmetry in Deimos shape is caused by the sharp, southward hooking nose in the equatorial region and the cavity, presumably formed by an impact event, near the south pole. References: [1] Clark C.S. (2002), LPS XXXIII, #1794; [2] Clark C.S. (2003) ISPRS, 34, XXX; [3] Clark P.E and Clark C.S. (2005) LPS XXXVI, #1423; [4] Thomas P. et al (2002) Icarus, 155, 1, 18-37; [5] http://near.jhuapl.edu; [6] Cheng A. and Barnouin-Jha O. (2002), LPS XXXIIII, #1522; [7] Oner A.T., http://www.solarviews.com/eng/asteroid.htm; [8] Stooke P., http://www.ssc.uwo.ca/geography/ spacemap/contents.htm; [9] Krantz S. (1999), American Scientist, 84, 436.
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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 | 0.001 | 0.001 |
| 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 it