The Baghdad Atlas: A relational database of inelastic neutron-scattering (n,n'γ) data
Pith reviewed 2026-05-24 15:02 UTC · model grok-4.3
The pith
A relational database converts the 1978 Baghdad Atlas of inelastic neutron-scattering gamma-ray data into a queryable resource for cross-section extraction.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
A relational database has been developed based on the original (n,n'γ) work carried out by A. M. Demidov et al. at the Nuclear Research Institute in Baghdad, Iraq, for 105 independent measurements comprising 76 elemental samples of natural composition and 29 isotopically-enriched samples. The information from this Atlas includes γ-ray energies and relative intensities, nuclide and level data corresponding to the residual nucleus, and meta data associated with the target sample that allows for the extraction of the flux-weighted (n,n'γ) cross sections for a given transition relative to a defined value. The optimized angular-distribution-corrected fast-neutron flux-weighted partial γ-ray cross
What carries the argument
The relational database compiled from the Baghdad Atlas CSV files, which stores γ-ray energies, intensities, level assignments, and sample metadata to enable flux-weighted cross-section extraction relative to the 56Fe reference transition.
If this is right
- Users can query the database directly for γ-ray production cross sections across the listed nuclei and transitions.
- Alternative reference cross-section values can be substituted without rebuilding the database.
- The SQLite structure and Python scripts support integration into larger nuclear-data workflows or simulation codes.
- Historical data from both natural and isotopically enriched targets become available for systematic comparisons.
- The same digitization approach can preserve other legacy (n,n'γ) data sets in compatible formats.
Where Pith is reading between the lines
- The database could serve as a test bed for checking consistency between old reactor-neutron data and modern monoenergetic or time-of-flight measurements.
- It might highlight nuclei where level-scheme or intensity discrepancies warrant targeted new experiments.
- Wider adoption could reduce duplication of effort when evaluating neutron-induced gamma production for shielding or activation calculations.
- The Jupyter interface lowers the barrier for non-specialists to explore the data for educational or applied purposes.
Load-bearing premise
The 1978 Atlas measurements, level assignments, and intensity values are transcribed accurately and remain suitable for modern use without independent re-validation or uncertainty updates.
What would settle it
A modern re-measurement of the flux-weighted (n,n'γ) cross section for the 846.8-keV transition in 56Fe or for a transition in another listed nuclide that lies outside the stated 143(29) mb uncertainty band.
Figures
read the original abstract
A relational database has been developed based on the original ($n,n'\gamma$) work carried out by A. M. Demidov $et$ $al$., at the Nuclear Research Institute in Baghdad, Iraq [$"Atlas$ $of$ $Gamma$-$Ray$ $Spectra$ $from$ $the$ $Inelastic$ $Scattering$ $of$ $Reactor$ $Fast$ $Neutrons"$, Nuclear Research Institute, Baghdad, Iraq (Moscow, Atomizdat 1978)] for 105 independent measurements comprising 76 elemental samples of natural composition and 29 isotopically-enriched samples. The information from this Atlas includes: $\gamma$-ray energies and relative intensities; nuclide and level data corresponding to the residual nucleus and meta data associated with the target sample that allows for the extraction of the flux-weighted ($n,n'\gamma$) cross sections for a given transition relative to a defined value. The optimized angular-distribution-corrected fast-neutron flux-weighted partial $\gamma$-ray cross section for the production of the 846.8-keV $2^{+}_{1} \rightarrow 0^{+}_{\rm gs}$ $\gamma$-ray transition in $^{56}$Fe, determined to be $\langle \sigma_{\gamma} \rangle = 143(29)$ mb, is used for this purpose. However, different values for the adopted cross section can be readily implemented to accommodate user preference based on revised determinations of this quantity. The Atlas ($n,n'\gamma$) data has been compiled into a series of CSV-style ASCII data sets and a suite of Python scripts have been developed to build and install the database locally. The database can then be accessed directly through the SQLite engine, or using alternative methods such as the Jupyter Notebook Python-browser interface. Several examples exploiting different interaction methodologies are distributed with the complete software package.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper describes the development of a relational database (CSV files + Python/SQLite build scripts and Jupyter interface) transcribed from the 1978 Demidov et al. Atlas of (n,n'γ) spectra. It covers 105 measurements on 76 natural-composition and 29 isotopically enriched samples, encoding γ-ray energies/intensities, residual-nuclide level data, and target metadata that permit extraction of flux-weighted partial γ-ray cross sections relative to an external reference value (the 846.8 keV 2+→0+ transition in 56Fe, adopted as 143(29) mb but explicitly user-replaceable). No new measurements, fits, or model predictions are performed.
Significance. If the transcription is faithful, the packaged database supplies a practical, queryable resource for nuclear-data users who need legacy (n,n'γ) intensities and relative cross sections. The open build scripts, SQLite accessibility, and replaceable reference cross section are concrete strengths that support reproducibility and future updates without requiring re-derivation inside the manuscript.
minor comments (1)
- [Abstract] The abstract and §1 refer to the adopted 56Fe reference cross section as 'optimized angular-distribution-corrected'; a brief sentence clarifying that this value is taken directly from external literature (and is not re-derived here) would remove any possible ambiguity for readers.
Simulated Author's Rebuttal
We thank the referee for their positive assessment of the manuscript, the recognition of its practical utility for nuclear-data users, and the recommendation to accept.
Circularity Check
No significant circularity; database is transcription of external data
full rationale
The paper presents a relational database compiled from the 1978 Demidov et al. Atlas measurements for (n,n'γ) reactions. No derivations, predictions, model fits, or first-principles results are claimed or performed. The reference cross section ⟨σγ⟩=143(29) mb for 56Fe is adopted from external sources and explicitly noted as replaceable by users. All content reduces to faithful transcription plus metadata enabling relative cross-section extraction; no step reduces by construction to its own inputs or self-citation chains. This is a standard data-compilation effort with no load-bearing circular elements.
Axiom & Free-Parameter Ledger
free parameters (1)
- reference cross section for 56Fe 846.8 keV transition =
143(29) mb
axioms (1)
- domain assumption The 1978 Demidov et al. Atlas correctly records gamma-ray energies, relative intensities, nuclide identifications, and level data for the listed samples.
Lean theorems connected to this paper
-
IndisputableMonolith/Cost/FunctionalEquation.leanwashburn_uniqueness_aczel unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
flux-weighted cross section... ⟨σγ⟩ = 143(29) mb... CoH3 calculations
What do these tags mean?
- matches
- The paper's claim is directly supported by a theorem in the formal canon.
- supports
- The theorem supports part of the paper's argument, but the paper may add assumptions or extra steps.
- extends
- The paper goes beyond the formal theorem; the theorem is a base layer rather than the whole result.
- uses
- The paper appears to rely on the theorem as machinery.
- contradicts
- The paper's claim conflicts with a theorem or certificate in the canon.
- unclear
- Pith found a possible connection, but the passage is too broad, indirect, or ambiguous to say the theorem truly supports the claim.
Reference graph
Works this paper leans on
-
[1]
L. Bernstein, D. Brown, S. Basunia, A. Hurst, T. Kawano, J. Kelley, F. Kondev, E. Mc- Cutchan, C. Nesaraja, R. Slaybaugh, A. Son- zogni, Nuclear Data Needs and Capabilities for Applications, White paper LLNL Report LLNL-CONF-676585 (2015). URL http://bang.berkeley.edu/events/ ndnca/whitepaper 20
work page 2015
-
[2]
C. Romano, T. Ault, L. Bernstein, R. Bahran, P. Talou, B. Quiter, S. Pozzi, M. Devlin, J. Burke, T. Bredeweg, E. McCutchan, S. Stave, T. Bailey, S. Hogle, C. Chapman, A. Hurst, N. Nelson, F. Tovesson, D. Hornback, Proceed- ings of the Nuclear Data Roadmapping and Enhancement Workshop (NDREW) for Nonpro- liferation, White paper ORNL/LTR-2018/510 (2018). UR...
work page 2018
-
[3]
L. Bernstein, C. Romano, D. Brown, R. Casper- son, M-A. Descalle, M. Devlin, C. Pickett, B. Rearden, C. Vermeuelen, Final Report for the Workshop for Applied Nuclear Data Ac- tivities (WANDA), White paper LLNL Report LLNL-PROC-769849 (2019). URL https://nucleardata.berkeley.edu/ wanda/
work page 2019
-
[4]
National Nuclear Data Center, Experimen- tal Nuclear Reaction Data (EXFOR), https: //www.nndc.bnl.gov/exfor/, online; accessed January 18, 2021
work page 2021
-
[5]
V. V. Zerkin, B. Pritychenko, The experimen- tal nuclear reaction data (EXFOR): Extended computer database and Web retrieval system, Nucl. Instrum. Methods Phys. Res. A888 (2018) 31 (2018)
work page 2018
-
[6]
National Nuclear Data Center, Experimental Unevaluated Nuclear Data List (XUNDL), https://www.nndc.bnl.gov/ensdf/ensdf/ xundl.jsp, online; accessed January 18, 2021
work page 2021
-
[7]
A. M. Demidov, L. I. Govor, Y. K. Cherepant- sev, M. R. Ahmed, S. Al-Najjar, M. A. Al-Amili, N. Al-Assafi, N. Rammo, Atlas of Gamma-Ray Spectra from the Inelastic Scattering of Reac- tor Fast Neutrons, Moscow, Atomizdat, 1978 (1978)
work page 1978
-
[8]
berkeley.edu/atlas, online; accessed January 18, 2021
Berkeley Nuclear Data Group, Atlas of Gamma- Ray Spectra from the Inelastic Scattering of Reactor Fast Neutrons, https://nucleardata. berkeley.edu/atlas, online; accessed January 18, 2021
work page 2021
-
[9]
gov/lbnlatl.html, online; accessed January 18, 2021
National Nuclear Data Center, Atlas of Gamma- Ray Spectra from the Inelastic Scattering of Re- actor Fast Neutrons, https://www.nndc.bnl. gov/lbnlatl.html, online; accessed January 18, 2021
work page 2021
-
[10]
M. R. Ahmed, K. I. Shakarchi, S. Al-Najjar, M. A. Al-Amili, L. I. Govor, A. M. Demidov, Investigation of Gamma-Ray Spectra from the Inelastic Scattering of Reactor Fast Neutrons, Nucl. Instrum. Methods 117 (1974) 533 (1974)
work page 1974
-
[11]
M. R. Ahmed, S. Al-Najjar, M. A. Al-Amili, N. Rammo, Y. S. Al-Shiraida, A. M. Demidov, L. I. Govor, Y. K. Cherepantsev, De-Excitation of the 116,118,120,122,124Sn Levels from the Inelas- tic Scattering of Reactor Fast Neutrons, Rep. IAE 846, preprint (1974)
work page 1974
- [12]
- [13]
-
[14]
J. Huo, S. Huo, Y. Dong, Nuclear Data Sheets for A = 56, Nucl. Data Sheets 112 (2011) 1513 (2011)
work page 2011
-
[15]
Yamazaki, Tables of Coefficients for Angular Distribution of Gamma Rays from Aligned Nu- clei, Nucl
T. Yamazaki, Tables of Coefficients for Angular Distribution of Gamma Rays from Aligned Nu- clei, Nucl. Data Sect. A 3 (1967) 1 (1967)
work page 1967
-
[16]
A. G. Bohr, B. R. Mottelson, Nuclear Structure, Benjamin London, 1975, Vol. I (1975)
work page 1975
-
[17]
M. V. Savin, A. V. Livke, Y. Y. Nefedov, M. S. Shvetsov, A. G. Zvenigorodskii, A. I. Blokhin, Evaluation of Angular Distributions and Gamma-Ray Production Cross Sections for Iron, J. Nucl. Sci. Tech. 1 (2000) 748 (2000). 21
work page 2000
-
[18]
D. A. Brown, M. B. Chadwick, R. Capote, A. C. Kahler, A. Trkov, M. W. Herman, A. A. Son- zogni, Y. Danon, A. D. Carlson, M. Dunn, D. L. Smith, G. M. Hale, G. Arbanas, R. Arcilla, C. R. Bates, B. Beck, B. Becker, F. Brown, R. J. Casperson, J. Conlin, D. E. Cullen, M. A. Descalle, R. Firestone, T. Gaines, K. H. Gu- ber, A. I. Hawari, J. Holmes, T. D. Johnso...
work page 2018
-
[19]
Unified Coupled-Channels and Hauser-Feshbach Model Calculation for Nuclear Data Evaluation
T. Kawano, Unified Coupled-Channels and Hauser-Feshbach Model Calculation for Nu- clear Data Evaluation, https://arxiv.org/ abs/1901.05641, 2019
work page internal anchor Pith review Pith/arXiv arXiv 1901
-
[20]
M. Kerveno, M. Dupuis, C. Borcea, M. Boromiza, R. Capote, P. Dessagne, G. Hen- ning, S. Hilaire, T. Kawano, A. Negret, M. Nyman, A. Olacel, E. Party, A. Plompen, P. Romain, M. Sin, What can we learn from (n, xnγ) cross sections about reaction mechanism and nuclear structure?, in: Proc. Intern. Conf. Nuclear Data for Science and Technology (ND2019), Vol. 2...
work page 2020
-
[21]
A. J. Koning, J. P. Delaroche, Local and global nucleon optical models from 1 keV to 200 MeV, Nucl. Phys. A713 (2003) 231 (2003)
work page 2003
-
[22]
M. Avrigeanu, A. C. Obreja, F. L. Roman, V. Avrigeanu, W. von Oertzen, Complemen- tary optical-potential analysis of α-particle elas- tic scattering and induced reactions at low ener- gies, At. Data Nucl. Data Tables 95 (2009) 501 (2009)
work page 2009
-
[23]
J. P. Delaroche, S. M. El-Kadi, P. P. Guss, C. E. Floyd, R. L. Walter, Elastic and In- elastic Scattering of Neutrons from 54,56Fe and 63,65Cu. (II). Scattering and Nuclear Structure Effects from Coupled Channels Calculations, Nucl. Phys. A390 (1982) 541 (1982)
work page 1982
- [24]
-
[25]
T. Kawano, Y. S. Cho, P. Dimitriou, D. Fil- ipescu, N. Iwamoto, V. Plujko, X. Tao, H. Ut- sunomiya, V. Varlamov, R. Xu, R. Capote, I. Gheorghe, O. Gorbachenko, Y. L. Jin, T. Ren- strom, M. Sin, K. Stopani, Y. Tian, G. M. Tveten, J. M. Wang, T. Belgya, R. Fire- stone, S. Goriely, J. Kopecky, M. Krticka, R. Schwengner, S. Siem, M. Wiedeking, IAEA Photonucle...
work page 2019
-
[26]
A. G. Bohr, B. R. Mottelson, Nuclear Structure, Benjamin London, 1975, Vol. II (1975)
work page 1975
- [27]
-
[28]
W. V. Prestwich, M. A. Islam, T. J. Ken- nett, Primary E2 Transitions Observed follow- ing Neutron Capture for the Mass Region 144≤ A≤ 180, Z. Phys. A315 (1984) 103 (1984)
work page 1984
-
[29]
SciPy, Python-based ecosystem of open-source software for mathematics, science, and engineer- ing, https://www.scipy.org, online; accessed January 18, 2021
work page 2021
-
[30]
python.org, online; accessed January 18, 2021
Python, programming language, https://www. python.org, online; accessed January 18, 2021
work page 2021
- [31]
-
[32]
Z. Ilic, J. Mauerhofer, C. Stieghorst, Z. R´ evay, M. Rossbach, T. H. Randiamalala, T. Br¨ uckel, Prompt gamma rays induced by inelastic scat- tering of fission neutrons on iron, J. Radioanal. Nucl. Chem. 325 (2020) 641 (2020)
work page 2020
-
[33]
J. Beringer et al. (Particle Data Group), Re- view of Particle Physics, Phys. Rev. D 86 (2012) 010001, G. Cowan, Statistics p. 390-401 (2012)
work page 2012
-
[34]
Chakravarti, Laha, Roy, Handbook of Meth- ods of Applied Statistics, John Wiley and Sons, 1967, Volume I (1967)
work page 1967
-
[35]
SQLite3: an embedded SQL database engine, https://www.sqlite.org/index.html, online; accessed January 18, 2021
work page 2021
-
[36]
GCC, the GNU Compiler Collection, https:// gcc.gnu.org, online; accessed January 18, 2021
work page 2021
-
[37]
DB Browser for SQLite, https:// sqlitebrowser.org/, online; accessed January 18, 2021
work page 2021
-
[38]
SQLite Studio, https://sqlitestudio.pl/ index.rvt, online; accessed January 18, 2021
work page 2021
-
[39]
Jupyter, https://jupyter.readthedocs.io/ en/latest/install.html, online; accessed January 18, 2021
work page 2021
-
[40]
National Nuclear Data Center, Evaluated Nu- clear Structure Data File (ENSDF), https: //www.nndc.bnl.gov/ensdf/, online; accessed January 18, 2021
work page 2021
-
[41]
A. M. Demidov, L. I. Govor, V. A. Kurki, I. V. Mikhailov, Employing (n,n′γ) Reactions to Ex- clude Nuclear Levels Erroneously Introduced in Other Investigations: On the 3 − 1 Level in 56Fe, Yad. Fiz. 67 (2004) 1908 (2004)
work page 2004
-
[42]
N. Fotiades, R. O. Nelson, M. Devlin, First 3 − excited state of 56Fe, Phys. Rev. C 81 (2010) 037304 (2010)
work page 2010
-
[43]
N. Fotiades, G. D. Johns, R. O. Nelson, M. B. Chadwick, M. Devlin, M. S. Wilburn, P. G. Young, J. A. Becker, D. E. Archer, L. A. Bern- stein, P. E. Garrett, C. A. McGrath, D. P. Mc- Nabb, W. Younes, Measurements and calcula- tions of 238U(n, xnγ) partialγ-ray cross sections, Phys. Rev. C 69 (2004) 024601 (2004)
work page 2004
- [44]
- [45]
-
[46]
K. Shibata, O. Iwamoto, T. Nakagawa, N. Iwamoto, A. Ichihara, S. Kunieda, S. Chiba, J. Katakura, N. Otuka, JENDL-4.0: A New Li- brary for Innovative Nuclear Energy Systems, J. Korean Phys. Soc. 59 (2011) 1046s (2011)
work page 2011
-
[47]
A. J. M. Plompen, O. Cabellos, C. De Saint Jean, M. Fleming, A. Algora, M. Angelone, P. Archier, E. Bauge, O. Bersillon, A. Blokhin, F. Cantargi, A. Chebboubi, C. Diez, H. Duarte, E. Dupont, J. Dyrda, B. Erasmus, L. Fiorito, U. Fischer, D. Flammini, D. Foligno, M. R. Gilbert, J. R. Granada, W. Haeck, F. J. Hamb- sch, P. Helgesson, S. Hilaire, I. Hill, M. ...
work page 2020
-
[48]
A. J. Koning, D. Rochman, J. C. Sublet, N. Dzy- siuk, M. Fleming, S. van der Marck, TENDL: Complete Nuclear Data Library for Innova- tive Nuclear Science and Technology, Nucl.Data Sheets 155 (2019) 1 (2019). 24
work page 2019
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