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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.184 | 0.094 |
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 source (direct Gemma or distilled Codex), 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".