Submitted:
05 September 2025
Posted:
08 September 2025
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Abstract
Keywords:
1. Introduction
- Only a fraction of the photons hitting the SiPM produces signals, because of its photon detection efficiency (PDE) that is far from 100%;
- When two or more photons interact with the same microcell the produced signal is the same (this is the so called problem of the multiple hit);
- Each microcell has a recharging dead time, i.e., a short time interval after being triggered, during which it is inactive because its voltage is being restored to the operating value;
- As the microcells are kept above breakdown, every now and then they can spontaneously discharge for thermal reason, giving rise to an overall poissonian dark noise mainly consisting of single microcell signals plus rarer double, triple and higher order spurious coincidences.
2. Materials and Methods
2.1. Detecting Gamma Rays
- Photoelectric effect, dominating at low energy, when the gamma disappears transferring all of its energy to an electron;
- Compton scattering, dominating at intermediate energy, with the gamma scattering off an electron and imparting it some kinetic energy;
- e+e- pair creation close to a nucleus, exploiting 1.022 MeV of the incoming gamma thus being the dominating effect at very high energy.
2.2. Collecting the Scintillation Light
- No real geometry is considered for the system and no light propagation is implemented;
- A scintillation photon produced somewhere inside the crystal reaches a point on the inner surface;
- We assume it can hit the SiPM with a probability ε roughly equal to the ratio between the area of the SiPM and the total area of the crystal;
- Otherwise it can be reflected or absorbed with probability r and (1−r) respectively, being r the reflectivity of the inner surface.
- We denote with P1 = ε the probability that the photon is collected directly on the first step, with P2 the probability that the photon is collected after one reflection (i.e., at the second step), and so on;
- After each step the probability of the photon to be still available is (1−ε)r (i.e., not collected and reflected), whereas the probability to be collected at the following step is still ε.
- The sum of all the probabilities of collection in any number of steps, thus regardless of the number of reflections, represents the light collection efficiency (Eq.1).
2.3. Detecting the Collected Light
- is the probability for a single microcell to be triggered by one impinging photon;
- is the probability that a single microcell is not triggered by one impinging photon;
- is the probability that a single microcell is not triggered by q impinging photons;
- is the probability that a single microcell is triggered by at least one of the q impinging photons.
3. Results
4. Discussion
- Two or more photons interacting with the same microcell (multiple hit);
- A number of microcells temporarily inactive because they are recharging after being triggered.
- LaBr3(Ce) and CeBr3, hygroscopic thus requiring an expensive air-tight case, are strongly non-linear as they blind the SiPM;
- NaI(Tl) is rather equivalent to CsI(Tl) but it is hygroscopic;
- BGO has a poor light yield, therefore the SiPM light readout would be perfectly linear but providing a poor energy resolution.
- CsI(Tl) is reasonably inexpensive as compared to LaBr3(Ce), CeBr3 and NaI(Tl), and does not require any special air-tight case thus being easy to manipulate.
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
Appendix A
| reflectivity | Geant4 | simple model | simple/Geant4 | ℇ+ model | ℇ+/Geant4 |
| 0.9 | 40.8% | 39.0% | 0.95 | 40.6% | 0.99 |
| 0.91 | 43.6% | 41.5% | 0.95 | 43.2% | 0.99 |
| 0.92 | 46.1% | 44.4% | 0.96 | 46.1% | 1.00 |
| 0.93 | 49.1% | 47.7% | 0.97 | 49.4% | 1.01 |
| 0.94 | 53.1% | 51.5% | 0.97 | 53.3% | 1.00 |
| 0.95 | 57.9% | 56.1% | 0.97 | 57.8% | 1.00 |
| 0.96 | 62.8% | 61.5% | 0.98 | 63.1% | 1.00 |
| 0.97 | 69.4% | 68.0% | 0.98 | 69.5% | 1.00 |
| 0.98 | 77.0% | 76.1% | 0.99 | 77.4% | 1.00 |
| 0.99 | 87.0% | 86.5% | 0.99 | 87.2% | 1.00 |
| 1 | 100.0% | 100.0% | 1.00 | 100.0% | 1.00 |
| reflectivity | Geant4 | simple model | simple/Geant4 | ℇ+ model | ℇ+/Geant4 |
| 0.9 | 49.5% | 47.9% | 0.97 | 49.7% | 1.00 |
| 0.91 | 52.5% | 50.5% | 0.96 | 52.3% | 1.00 |
| 0.92 | 55.4% | 53.5% | 0.97 | 55.2% | 1.00 |
| 0.93 | 58.3% | 56.8% | 0.97 | 58.5% | 1.00 |
| 0.94 | 62.0% | 60.5% | 0.98 | 62.2% | 1.00 |
| 0.95 | 66.3% | 64.8% | 0.98 | 66.4% | 1.00 |
| 0.96 | 71.2% | 69.7% | 0.98 | 71.2% | 1.00 |
| 0.97 | 76.6% | 75.4% | 0.98 | 76.7% | 1.00 |
| 0.98 | 83.1% | 82.1% | 0.99 | 83.1% | 1.00 |
| 0.99 | 90.7% | 90.2% | 0.99 | 90.8% | 1.00 |
| 1 | 100.0% | 100.0% | 1.00 | 100.0% | 1.00 |
Appendix B
| Edep [keV] | CsI(Tl) | LaBr3(Ce) | CeBr3 | BGO | NaI(Tl) |
| 100 | 907 | 1212 | 1327 | 162 | 882 |
| 200 | 1814 | 2417 | 2642 | 325 | 1763 |
| 300 | 2721 | 3615 | 3944 | 487 | 2644 |
| 400 | 3628 | 4805 | 5232 | 650 | 3525 |
| 500 | 4534 | 5988 | 6506 | 812 | 4405 |
| 600 | 5441 | 7162 | 7765 | 974 | 5284 |
| 700 | 6347 | 8326 | 9008 | 1137 | 6163 |
| 800 | 7254 | 9481 | 10233 | 1299 | 7042 |
| 900 | 8160 | 10624 | 11439 | 1461 | 7920 |
| 1000 | 9066 | 11755 | 12622 | 1623 | 8798 |
| 1100 | 9972 | 12873 | 13782 | 1786 | 9675 |
| 1200 | 10878 | 13975 | 14913 | 1948 | 10551 |
| 1300 | 11783 | 15059 | 16010 | 2110 | 11427 |
| 1400 | 12689 | 16121 | 17063 | 2272 | 12303 |
| 1500 | 13594 | 17153 | 18055 | 2435 | 13177 |
| 1600 | 14500 | 18145 | 18926 | 2597 | 14051 |
| 1700 | 15405 | 19064 | 19099 | 2759 | 14925 |
| 1800 | 16310 | 19637 | 19106 | 2921 | 15798 |
| 1900 | 17215 | 19674 | 19113 | 3083 | 16670 |
| 2000 | 18120 | 19710 | 19120 | 3246 | 17541 |
| 2100 | 19024 | 19747 | 19127 | 3408 | 18412 |
| 2200 | 19929 | 19783 | 19134 | 3570 | 19282 |
| 2300 | 20833 | 19820 | 19141 | 3732 | 20151 |
| 2400 | 21737 | 19856 | 19148 | 3894 | 21019 |
| 2500 | 22641 | 19893 | 19155 | 4056 | 21887 |
| Edep [keV] | CsI(Tl) | LaBr3(Ce) | CeBr3 | BGO | NaI(Tl) |
| 100 | 1377 | 1638 | 1750 | 246 | 1209 |
| 200 | 2754 | 3259 | 3471 | 493 | 2417 |
| 300 | 4131 | 4861 | 5160 | 739 | 3624 |
| 400 | 5507 | 6442 | 6812 | 985 | 4830 |
| 500 | 6883 | 7998 | 8424 | 1232 | 6034 |
| 600 | 8259 | 9524 | 9986 | 1478 | 7238 |
| 700 | 9634 | 11013 | 11487 | 1724 | 8439 |
| 800 | 11009 | 12452 | 12902 | 1970 | 9640 |
| 900 | 12383 | 13811 | 14159 | 2216 | 10839 |
| 1000 | 13758 | 14901 | 14449 | 2462 | 12036 |
| 1100 | 15131 | 14973 | 14461 | 2708 | 13232 |
| 1200 | 16504 | 15032 | 14473 | 2954 | 14426 |
| 1300 | 17877 | 15090 | 14485 | 3200 | 15618 |
| 1400 | 19249 | 15148 | 14497 | 3446 | 16808 |
| 1500 | 20621 | 15207 | 14508 | 3692 | 17996 |
| 1600 | 21993 | 15265 | 14521 | 3938 | 19181 |
| 1700 | 23364 | 15323 | 14533 | 4184 | 20364 |
| 1800 | 24734 | 15381 | 14544 | 4429 | 21544 |
| 1900 | 26104 | 15440 | 14556 | 4675 | 22721 |
| 2000 | 27474 | 15497 | 14568 | 4921 | 23896 |
| 2100 | 28843 | 15556 | 14580 | 5166 | 25066 |
| 2200 | 30211 | 15614 | 14592 | 5412 | 26233 |
| 2300 | 31579 | 15673 | 14604 | 5657 | 27396 |
| 2400 | 32947 | 15731 | 14616 | 5903 | 28554 |
| 2500 | 34314 | 15789 | 14628 | 6148 | 29707 |
| Edep [keV] | CsI(Tl) | LaBr3(Ce) | CeBr3 | BGO | NaI(Tl) |
| 100 | 907 | 1215 | 1332 | 162 | 882 |
| 200 | 1814 | 2430 | 2664 | 325 | 1764 |
| 300 | 2721 | 3644 | 3995 | 487 | 2646 |
| 400 | 3629 | 4858 | 5325 | 650 | 3528 |
| 500 | 4536 | 6071 | 6655 | 812 | 4410 |
| 600 | 5443 | 7284 | 7984 | 974 | 5292 |
| 700 | 6350 | 8496 | 9312 | 1137 | 6173 |
| 800 | 7257 | 9709 | 10639 | 1299 | 7055 |
| 900 | 8164 | 10920 | 11966 | 1462 | 7937 |
| 1000 | 9071 | 12132 | 13291 | 1624 | 8819 |
| 1100 | 9978 | 13342 | 14616 | 1786 | 9700 |
| 1200 | 10886 | 14553 | 15941 | 1949 | 10582 |
| 1300 | 11793 | 15763 | 17264 | 2111 | 11464 |
| 1400 | 12700 | 16973 | 18587 | 2274 | 12345 |
| 1500 | 13607 | 18182 | 19909 | 2436 | 13227 |
| 1600 | 14514 | 19391 | 21230 | 2598 | 14109 |
| 1700 | 15421 | 20599 | 22551 | 2761 | 14990 |
| 1800 | 16328 | 21807 | 23871 | 2923 | 15872 |
| 1900 | 17235 | 23014 | 25190 | 3085 | 16753 |
| 2000 | 18142 | 24222 | 26508 | 3248 | 17635 |
| 2100 | 19049 | 25428 | 27825 | 3410 | 18516 |
| 2200 | 19956 | 26634 | 29142 | 3573 | 19398 |
| 2300 | 20863 | 27840 | 30458 | 3735 | 20279 |
| 2400 | 21770 | 29046 | 31773 | 3897 | 21161 |
| 2500 | 22677 | 30250 | 33087 | 4060 | 22042 |
| Edep [keV] | CsI(Tl) | LaBr3(Ce) | CeBr3 | BGO | NaI(Tl) |
| 100 | 1378 | 1646 | 1763 | 246 | 1210 |
| 200 | 2755 | 3291 | 3525 | 493 | 2419 |
| 300 | 4133 | 4935 | 5284 | 739 | 3629 |
| 400 | 5510 | 6578 | 7042 | 986 | 4838 |
| 500 | 6888 | 8220 | 8799 | 1232 | 6047 |
| 600 | 8265 | 9861 | 10553 | 1478 | 7256 |
| 700 | 9642 | 11500 | 12306 | 1725 | 8466 |
| 800 | 11020 | 13139 | 14057 | 1971 | 9675 |
| 900 | 12397 | 14777 | 15807 | 2218 | 10884 |
| 1000 | 13775 | 16414 | 17554 | 2464 | 12093 |
| 1100 | 15152 | 18050 | 19300 | 2710 | 13302 |
| 1200 | 16529 | 19685 | 21044 | 2957 | 14511 |
| 1300 | 17906 | 21318 | 22786 | 3203 | 15719 |
| 1400 | 19284 | 22951 | 24527 | 3449 | 16928 |
| 1500 | 20661 | 24582 | 26266 | 3696 | 18137 |
| 1600 | 22038 | 26213 | 28002 | 3942 | 19345 |
| 1700 | 23415 | 27842 | 29737 | 4188 | 20554 |
| 1800 | 24793 | 29471 | 31471 | 4435 | 21762 |
| 1900 | 26170 | 31098 | 33202 | 4681 | 22971 |
| 2000 | 27547 | 32724 | 34931 | 4928 | 24179 |
| 2100 | 28924 | 34349 | 36659 | 5174 | 25387 |
| 2200 | 30301 | 35973 | 38385 | 5420 | 26595 |
| 2300 | 31678 | 37596 | 40109 | 5667 | 27804 |
| 2400 | 33055 | 39218 | 41830 | 5913 | 29012 |
| 2500 | 34432 | 40838 | 43550 | 6159 | 30220 |
References
- Fourches, N.; Zielińska, M.; Charles, G. High Purity Germanium: From Gamma-Ray Detection to Dark Matter Subterranean Detectors. In Use of Gamma Radiation Techniques in Peaceful Applications; IntechOpen: London, UK, 2019; pp. 1–17. [Google Scholar] [CrossRef]
- McGregor, D.S. Materials for Gamma-Ray Spectrometers: Inorganic Scintillators. Annu. Rev. Mater. Res. 2018, 48, 245. [Google Scholar] [CrossRef]
- Derenzo, S.E.; Weber, M.J.; Bourret-Courchesne, E.; Klintenberg, M.K. The quest for the ideal inorganic scintillator. Nucl. Instrum. Methods Phys. Res. Sect. A 2003, 505, 111–117. [Google Scholar] [CrossRef]
- Finocchiaro, P.; Pappalardo, A.; Cosentino, L.; Belluso, M.; Billotta, S.; Bonanno, G.; Carbone, B.; Condorelli, G.; Di Mauro, S.; Fallica, G.; et al. Characterization of a Novel 100-Channel Silicon Photomultiplier—Part I: Noise. IEEE Trans. Electron Devices 2008, 55, 2757–2764. [Google Scholar] [CrossRef]
- Finocchiaro, P.; Pappalardo, A.; Cosentino, L.; Belluso, M.; Billotta, S.; Bonanno, G.; Carbone, B.; Condorelli, G.; Di Mauro, S.; Fallica, G.; et al. Characterization of a Novel 100-Channel Silicon Photomultiplier—Part II: Charge and Time. IEEE Trans. Electron Devices 2008, 55, 2765–2773. [Google Scholar] [CrossRef]
- Finocchiaro, P.; Pappalardo, A.; Cosentino, L.; Belluso, M.; Billotta, S.; Bonanno, G.; Di Mauro, S. Features of Silicon Photo Multipliers: Precision Measurements of Noise, Cross-Talk, Afterpulsing, Detection Efficiency. IEEE Trans. Nucl. Sci. 2009, 56, 1033. [Google Scholar] [CrossRef]
- Bonanno, G.; Finocchiaro, P.; Pappalardo, A.; Billotta, S.; Cosentino, L.; Belluso, M.; Di Mauro, S.; Occhipinti, G. Precision measurements of Photon Detection Efficiency for SiPM detectors. Nucl. Instrum. Methods Phys. Res. Sect. A 2009, 610, 93–97. [Google Scholar] [CrossRef]
- Swiderski, L.; Moszyński, M.; Czarnacki, W.; Brylew, K.; Grodzicka-Kobylka, M.; Mianowska, Z.; Sworobowicz, T.; Syntfeld-Każuch, A.; Szczesniak, T.; Klamra, W.; et al. Scintillation response to gamma-rays measured at wide temperature range for Tl doped CsI with SiPM readout. Nucl. Instrum. Methods Phys. Res. Sect. A 2019, 916, 32–36. [Google Scholar] [CrossRef]
- Grodzicka, M.; Moszynski, M.; Szczesniak, T.; Kapusta, M.; Szawłowski, M.; Wolski, D. Energy resolution of small scintillation detectors with SiPM light readout. JINST 2013, 8, P02017. [Google Scholar] [CrossRef]
- Grodzicka-Kobylka, M.; Szczesniak, T.; Moszyński, M. Comparison of SensL and Hamamatsu 4×4 channel SiPM arrays in gamma spectrometry with scintillators. Nucl. Instrum. Methods Phys. Res. Sect. A 2017, 856, 53–64. [Google Scholar] [CrossRef]
- Mianowska, Z.; Moszynski, Z.M.; Brylew, K.; Chabera, M.; Dziedzic, A.; Gektin, A.V.; Krakowski, T.; Mianowski, S.; Syntfeld-Każuch, A.; Szczesniak, T.; et al. The light response of CsI:Tl crystal after interaction with gamma radiation study using analysis of single scintillation pulses and digital oscilloscope readout. Nucl. Instrum. Methods Phys. Res. Sect. A 2022, 1031, 166600. [Google Scholar] [CrossRef]
- Rossi, F.; Cosentino, L.; Longhitano, F.; Minutoli, S.; Musico, P.; Osipenko, M.; Poma, G.E.; Ripani, M.; Finocchiaro, P. The Gamma and Neutron Sensor System for Rapid Dose Rate Mapping in the CLEANDEM Project. Sensors 2023, 23, 4210. [Google Scholar] [CrossRef] [PubMed]
- Poma, G.E.; Failla, C.R.; Amaducci, S.; Cosentino, L.; Longhitano, F.; Vecchio, G.; Finocchiaro, P. PI3SO: A Spectroscopic Gamma-Ray Scanner Table for Sort and Segregate Radwaste Analysis. Inventions 2024, 9, 85. [Google Scholar] [CrossRef]
- Ripani, M.; Rossi, F.; Cosentino, L.; Longhitano, F.; Musico, P.; Osipenko, M.; Poma, G.E.; Finocchiaro, P. Field Test of the MiniRadMeter Gamma and Neutron Detector for the EU Project CLEANDEM. Sensors 2024, 24, 5905. [Google Scholar] [CrossRef] [PubMed]
- Longhitano, F.; Poma, G.E.; Cosentino, L.; Finocchiaro, P. A Scintillator Array Table with Spectroscopic Features. Sensors 2022, 22, 4754. [Google Scholar] [CrossRef] [PubMed]
- Berkeley Lab inorganic scintillator library. Available online: https://scintillator.lbl.gov/inorganic-scintillator-library/ (accessed on 3 August 2025).
- MicroFC-60035-SMT. Available online: https://www.onsemi.com/pdf/datasheet/microc-series-d.pdf (accessed on 4 August 2025).
- S14160-6050HS. Available online: https://www.hamamatsu.com/content/dam/hamamatsu-photonics/sites/documents/99_SALES_LIBRARY/ssd/s14160_s14161_series_kapd1064e.pdf (accessed on 4 August 2025).
- Shahmaleki, S.; Rahmani, F. Scintillation properties of CsI(Tl) co-doped with Tm2+. Radiation Physics and Engineering 2021, 2(2):13–19. [CrossRef]
- van Dam, H.T.; Seifert, S.; Drozdowski, W.; Dorenbos, P. Optical Absorption Length, Scattering Length, and Refractive Index of LaBr3:Ce3+. IEEE Trans. Nucl. Sci., 2012, v59, n3, 656.
- Drozdowski, W.; Dorenbos, P.; Bos, A.J.J.; Bizarri, G.; Owens, A.; Quarati, F.G.A. CeBr3 Scintillator Development for Possible Use in Space Missions. IEEE Trans. Nucl. Sci., 2008, v55, n3, 1391. [CrossRef]
- Mehrdel, B.; Kratochwil, N.; Seo, Y.; Glodo, J.; Bhattacharya, P.; Ariño-Estrada, G.; Caravaca, J. Enhancing the Cherenkov over scintillation ratio using dichroic filters in BGO and TlCl for TOF-PET. Scientific Reports 2025, 15, 18731. [Google Scholar] [CrossRef] [PubMed]
- Tapan, I.; Kocak, F. New Crystal Photodiode Combination for Environmental Radiation Measurement. Journal of Advanced Applied Sciences 2023, 2(2), 64. [Google Scholar] [CrossRef]
- Agostinelli, S.; Allison, J.; Amako, K.; Apostolakis, J.; Araujo, H.; Arce, P.; Asai, M.; Axen, D.; Banerjee, S.; Barrand, G.; et al. Geant4—A simulation toolkit. Nucl. Instrum. Methods Phys. Res. Sect. A 2003, 506, 250–303. [Google Scholar] [CrossRef]
- Lambertian Surface. Available online: https://phys.libretexts.org/Bookshelves/Astronomy__Cosmology/Stellar_Atmospheres_(Tatum)/01%3A_Definitions_of_and_Relations_between_Quantities_used_in_Radiation_Theory/1.13%3A_Lambertian_Surface (accessed on 11 August 2025).

























| CsI(Tl) | LaBr3(Ce) | CeBr3 | BGO | NaI(Tl) | |
| Light yield [photons/keV] | 60 | 70 | 70 | 10 | 45 |
| Decay time [ns] | 960 | 30 | 20 | 300 | 250 |
| Emission spectrum from ref. | [19] | [20] | [21] | [22] | [23] |
| Refractive index at λ max | 1.8 | 1.9 | 2.1 | 2.1 | 1.8 |
| Weighted PDE SensL [%] | 27% | 31% | 34% | 29% | 35% |
| Weighted PDE Hamamatsu [%] | 41% | 42% | 45% | 44% | 48% |
|
MICROFC−60035−SMT SensL (now OnSemi) [17] |
S14160-6050HS Hamamatsu [18] |
|
| number of microcells | 18980 | 14331 |
| microcell recharge time [ns] | 100 | 92 |
| Gamma source | Peak energy [keV] | notes |
| 226Ra | 242 | only used with SensL |
| 295 | ||
| 352 | SensL and Hamamatsu | |
| 609 | ||
| 768 | ||
| 1120 | ||
| 1238 | ||
| 1377 | ||
| 1764 | ||
| 2202 | used for cross check and not for calibration |
|
| 2448 | ||
| 137Cs | 662 | SensL and Hamamatsu |
| 22Na | 511 | SensL and Hamamatsu |
| 1274 | ||
| 60Co | 1173 | SensL and Hamamatsu |
| 1330 |
| CsI(Tl) | LaBr3(Ce) | CeBr3 | BGO | NaI(Tl) | ||
| SensL + cube |
Resolution @662 keV | 3.03% | 2.65% | 2.54% | 7.17% | 3.08% |
| Non-linearity at 2 MeV | 0.13% | 18.90% | 28.27% | 0.07% | 0.56% | |
| Hamamatsu + cube |
Resolution @662 keV | 2.46% | 2.30% | 2.25% | 5.82% | 2.63% |
| Non-linearity at 2 MeV | 0.28% | 52.94% | 58.71% | 0.15% | 1.23% | |
| SensL + cylinder |
Resolution @662 keV | 3.03% | 2.62% | 2.50% | 7.17% | 3.08% |
| Non-linearity at 2 MeV | 0.01% | 0.40% | 0.65% | 0.01% | 0.03% | |
| Hamamatsu + cylinder |
Resolution @662 keV | 2.46% | 2.25% | 2.18% | 5.82% | 2.63% |
| Non-linearity at 2 MeV | 0.02% | 0.72% | 1.15% | 0.01% | 0.06% |
|
CeBr3 Hamamatsu |
LaBr3(Ce) Hamamatsu |
CeBr3 SensL |
LaBr3(Ce) SensL |
|
| cube size | 1 cm | |||
| n. SiPMs | 1 | |||
| n. microcells | 14331 | 18980 | ||
| sensor/total area ratio | 6% | |||
| collection efficiency | 56% | |||
| cube size | 1.5 cm | |||
| n. SiPMs | 4 | |||
| n. microcells | 57324 | 75920 | ||
| sensor/total area ratio | 10.7% | |||
| collection efficiency | 70% | |||
| cube size | 2.54 cm | |||
| n. SiPMs | 16 | |||
| n. microcells | 229296 | 303680 | ||
| sensor/total area ratio | 14.9% | |||
| collection efficiency | 78% | |||
| cylinder size | 3.81 cm | |||
| n. SiPMs | 16 | |||
| n. microcells | 229296 | 303680 | ||
| sensor/total area ratio | 8.4% | |||
| collection efficiency | 65% | |||
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