Hard X-Ray, Gamma-Ray, and Neutron Detector Physics XI
Bibliographic record
Abstract
ix Conference Committee xiii Introduction SESSION 1 CZT DETECTORS I 7449 02 CZT device with improved sensitivity for medical imaging and homeland security applications (Invited Paper) [7449-01] H. Chen, S. A. Awadalla, P. Marthandam, K. Iniewski, P. H. Lu, G. Bindley, Redlen Technologies (Canada) 7449 04 Dual anode contact geometries for x-ray and gamma-ray spectroscopy and 3D localization [7449-03] J.W. Martin, A. B. Garson III, Q. Li, K. Lee, Washington Univ. in St. Louis (United States); M. Groza, V. Buliga, A. Burger, Fisk Univ. (Uni ted States); H. Krawczynski, Washington Univ. in St. Louis (United States) 7449 05 Front-end ASIC for pixilated wide bandgap detectors [7449-04] E. Vernon, G. De Geronimo, J. Fried, Brookhaven National Lab. (United States); C. Herman, F. Zhang, Z. He, Univ. of Michigan, Ann Arbor (United States) SESSION 2 CZT CHARACTERIZATION I 7449 08 Uniformity of charge collection efficiency in Frisch collar spectrometer with THM grown CdZnTe crystals [7449-07] A. Kargar, A. C. Brooks, Kansas State Univ. (U nited States); M. J. Harrison, Univ. of Florida (United States); H. Chen, S. Awadalla, G. Bindley, B. Redden, Redlen Technologies (Canada); D. S. McGregor, Kansas State Univ. (United States) SESSION 3 CZT DETECTORS II 7449 09 Characterization of a 15-mm-long virtual Frisch-grid CZT detector array (Invited Paper) [7449-08] A. E. Bolotnikov, Brookhaven National Lab. (U nited States); S. Babalola, Fisk Univ. (United States) and Vanderbilt Univ. (United States); G. S. Camarda, Y. Cui, Brookhaven National Lab. (United States); S. U. Egarievwe, Fisk Univ. (United States); P. M. Fochuk, Chernivtsi National Univ. (Ukraine); M. Hirt, Univ. of Mi chigan (United States); A. Hossain, K. Kim, Brookhaven National Lab. (United States); O. V. Kopach, Chernivtsi National Univ. (Ukraine); N. D. Sferrazza, Brookhaven National Lab. (United States); J. Sturgess, Vanderbilt Univ. (United States); K. Polack, Univ. of Michigan (United States); B. Raghothamachar, Stony Brook Univ. (United States); G. Yang, R. B. Ja mes, Brookhaven National Lab. (United States)
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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 | 0.000 | 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 | 0.000 | 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".