Submitted:
04 August 2025
Posted:
05 August 2025
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Abstract

Keywords:
1. Introduction
2. Materials and Methods
2.1. Source and Preparation of Mortality and Population Data
- Data Sources
- Preparation of Mortality and Population Data
2.2. Estimation of Expected Deaths Based in Last 2 years
2.3. Estimation of Expected Deaths Using Poisson Regression Model
- a.
- Serfling-type Regression
- b.
- Sensitivity Analysis (Poisson Model Using Month as a Categorical Term)
- Excess Mortality Calculation and Detection Criteria
3. Results
4. Discussion
5. Final Comments: Immediate Priorities for Action
6. Ethical Statements and Considerations
7. Transparency and Reproducibility
Supplementary Materials
Author Contributions
Conflicts of Interest
References
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| Month | Age (Y) | Observed Deaths | Expected Deaths | 95% CI | Excess Deaths* | IRR | 95% CI IRR [Poisson] | 95% CI IRR [Byar] | p-valor unilateral Poisson | p-valor bilateral Poisson |
|---|---|---|---|---|---|---|---|---|---|---|
| 2024-09 | <25 | 10 | 13 | [7-21] | 0 | 0.75 | [0.4-1.39] | [0.36-1.38] | 0.8550683 | 0.4483927 |
| 2024-10 | <25 | 15 | 9 | [4-16] | 0 | 1.6 | [0.96-2.65] | [0.89-2.64] | 0.0550897 | 0.1101795 |
| 2024-11 | <25 | 12 | 16 | [9-24] | 0 | 0.76 | [0.43-1.34] | [0.39-1.33] | 0.8623612 | 0.4144463 |
| 2024-12 | <25 | 10 | 15 | [8-23] | 0 | 0.65 | [0.35-1.22] | [0.31-1.2] | 0.9391282 | 0.2097244 |
| 2025-01 | <25 | 11 | 10 | [5-17] | 0 | 1.06 | [0.59-1.92] | [0.53-1.9] | 0.4615555 | 0.9231109 |
| 2025-02 | <25 | 10 | 12 | [6-20] | 0 | 0.81 | [0.44-1.51] | [0.39-1.49] | 0.7851231 | 0.6275314 |
| 2025-03 | <25 | 12 | 14 | [7-22] | 0 | 0.87 | [0.49-1.53] | [0.45-1.52] | 0.7232637 | 0.7556033 |
| 2025-04 | <25 | 7 | 8 | [3-14] | 0 | 0.89 | [0.42-1.86] | [0.36-1.83] | 0.6727802 | 0.9373464 |
| 2025-05 | <25 | 11 | 9 | [4-16] | 0 | 1.17 | [0.65-2.12] | [0.59-2.1] | 0.338191 | 0.676382 |
| 2024-09 | 25-64 | 117 | 107 | [87-128] | 0 | 1.09 | [0.91-1.31] | [0.91-1.31] | 0.1757381 | 0.3514762 |
| 2024-10 | 25-64 | 120 | 111 | [91-132] | 0 | 1.08 | [0.9-1.29] | [0.9-1.29] | 0.2054258 | 0.4108517 |
| 2024-11 | 25-64 | 114 | 97 | [78-117] | 0 | 1.17 | [0.97-1.41] | [0.97-1.41] | 0.0534655 | 0.1069311 |
| 2024-12 | 25-64 | 114 | 111 | [91-133] | 0 | 1.02 | [0.85-1.23] | [0.84-1.23] | 0.4143507 | 0.8287013 |
| 2025-01 | 25-64 | 105 | 114 | [93-135] | 0 | 0.92 | [0.76-1.12] | [0.75-1.12] | 0.8092169 | 0.4361163 |
| 2025-02 | 25-64 | 111 | 99 | [80-119] | 0 | 1.12 | [0.93-1.35] | [0.92-1.35] | 0.1211227 | 0.2422454 |
| 2025-03 | 25-64 | 100 | 103 | [83-123] | 0 | 0.97 | [0.8-1.18] | [0.79-1.18] | 0.6230208 | 0.8306123 |
| 2025-04 | 25-64 | 106 | 100 | [81-120] | 0 | 1.06 | [0.87-1.28] | [0.87-1.28] | 0.2981172 | 0.5962343 |
| 2025-05 | 25-64 | 98 | 108 | [88-129] | 0 | 0.91 | [0.75-1.11] | [0.74-1.11] | 0.8402269 | 0.3702461 |
| 2024-09 | 65+ | 362 | 388 | [350-427] | 0 | 0.93 | [0.84-1.03] | [0.84-1.03] | 0.910728 | 0.1959071 |
| 2024-10 | 65+ | 369 | 402 | [363-442] | 0 | 0.92 | [0.83-1.02] | [0.83-1.02] | 0.953075 | 0.1043516 |
| 2024-11 | 65+ | 340 | 351 | [315-389] | 0 | 0.97 | [0.87-1.08] | [0.87-1.08] | 0.7342647 | 0.5674367 |
| 2024-12 | 65+ | 358 | 408 | [369-448] | 0 | 0.88 | [0.79-0.97] | [0.79-0.97] | 0.9942609 | 0.013283 |
| 2025-01 | 65+ | 433 | 416 | [377-457] | 0 | 1.04 | [0.95-1.14] | [0.94-1.14] | 0.2109333 | 0.4218667 |
| 2025-02 | 65+ | 349 | 357 | [321-395] | 0 | 0.98 | [0.88-1.09] | [0.88-1.09] | 0.6735495 | 0.6917977 |
| 2025-03 | 65+ | 397 | 344 | [308-380] | 53 | 1.16 | [1.05-1.27] | [1.04-1.27] | 0.0026411 | 0.0052821 |
| 2025-04 | 65+ | 442 | 330 | [295-366] | 112 | 1.34 | [1.22-1.47] | [1.22-1.47] | <0.0000001 | <0.0000001 |
| 2025-05 | 65+ | 403 | 360 | [323-398] | 43 | 1.12 | [1.01-1.23] | [1.01-1.23] | 0.0140583 | 0.0281166 |
| Total excess deaths | 208 |
| SERFLING-TYPE MODEL | NOMINAL MODEL | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Month | Age (Y) | Observed Deaths | Expected | Expected - 2SD* | Expected + 2SD* | Excess Deaths | Z-score | Expected | Expected - 2SD* | Expected + 2SD | Excess Deaths | Z-score |
| 2024-09 | <25 | 10 | 10 | 4.3 | 17.1 | 0 | 0.00 | 9 | 3.6 | 15.8 | 0 | 0.32 |
| 2024-10 | <25 | 15 | 11 | 5.3 | 18.8 | 0 | 1.15 | 11 | 5.1 | 18.2 | 0 | 1.15 |
| 2024-11 | <25 | 12 | 10 | 4.3 | 17.1 | 0 | 0.60 | 10 | 4.4 | 17.0 | 0 | 0.61 |
| 2024-12 | <25 | 10 | 12 | 6.1 | 20.1 | 0 | -0.60 | 12 | 5.9 | 19.4 | 0 | -0.61 |
| 2025-01 | <25 | 11 | 12 | 6.1 | 20.1 | 0 | -0.30 | 12 | 5.9 | 19.4 | 0 | -0.30 |
| 2025-02 | <25 | 10 | 9 | 4.0 | 15.9 | 0 | 0.00 | 9 | 3.6 | 15.8 | 0 | 0.32 |
| 2025-03 | <25 | 12 | 12 | 6.1 | 20.1 | 0 | 0.00 | 12 | 5.9 | 19.4 | 0 | 0.00 |
| 2025-04 | <25 | 7 | 11 | 5.1 | 18.2 | 0 | -1.30 | 11 | 5.1 | 18.2 | 0 | -1.31 |
| 2025-05 | <25 | 11 | 8 | 3.0 | 15.1 | 0 | 0.95 | 9 | 3.6 | 15.8 | 0 | 0.63 |
| 2024-09 | 25-64 | 117 | 110 | 90.3 | 130.9 | 0 | 0.68 | 110 | 90.4 | 130.9 | 0 | 0.68 |
| 2024-10 | 25-64 | 120 | 111 | 90.4 | 132.0 | 0 | 0.88 | 112 | 92.2 | 133.0 | 0 | 0.78 |
| 2024-11 | 25-64 | 114 | 107 | 87.5 | 127.8 | 0 | 0.69 | 106 | 86.6 | 126.7 | 0 | 0.79 |
| 2024-12 | 25-64 | 114 | 115 | 94.3 | 136.4 | 0 | -0.10 | 116 | 96.0 | 137.2 | 0 | -0.19 |
| 2025-01 | 25-64 | 105 | 111 | 90.4 | 132.0 | 0 | -0.50 | 109 | 89.4 | 129.8 | 0 | -0.40 |
| 2025-02 | 25-64 | 111 | 97 | 79.1 | 116.3 | 0 | 1.47 | 97 | 78.2 | 117.1 | 0 | 1.41 |
| 2025-03 | 25-64 | 100 | 107 | 87.5 | 128.7 | 0 | -0.71 | 108 | 88.5 | 128.8 | 0 | -0.80 |
| 2025-04 | 25-64 | 106 | 101 | 81.9 | 121.4 | 0 | 0.50 | 100 | 81.0 | 120.3 | 0 | 0.60 |
| 2025-05 | 25-64 | 98 | 109 | 88.5 | 129.8 | 0 | -1.02 | 110 | 90.4 | 130.9 | 0 | -1.21 |
| 2024-09 | 65+ | 362 | 371 | 332.2 | 411.2 | 0 | -0.46 | 374 | 335.3 | 414.1 | 0 | -0.61 |
| 2024-10 | 65+ | 369 | 393 | 352.3 | 434.5 | 0 | -1.12 | 391 | 351.7 | 431.7 | 0 | -1.11 |
| 2024-11 | 65+ | 340 | 347 | 309.1 | 386.3 | 0 | -0.36 | 348 | 310.2 | 387.2 | 0 | -0.42 |
| 2024-12 | 65+ | 358 | 365 | 325.4 | 405.6 | 0 | -0.31 | 365 | 326.6 | 404.8 | 0 | -0.36 |
| 2025-01 | 65+ | 433 | 400 | 359.3 | 442.0 | 0 | 1.63 | 400 | 360.4 | 441.0 | 0 | 1.62 |
| 2025-02 | 65+ | 349 | 343 | 307.4 | 380.9 | 0 | 0.30 | 343 | 305.4 | 382.0 | 0 | 0.31 |
| 2025-03 | 65+ | 397 | 355 | 316.4 | 396.0 | 42 | 2.04 | 357 | 318.9 | 396.5 | 40 | 2.02 |
| 2025-04 | 65+ | 442 | 338 | 300.5 | 377.0 | 104 | 5.19 | 334 | 296.8 | 372.7 | 108 | 5.42 |
| 2025-05 | 65+ | 403 | 347 | 308.5 | 387.4 | 56 | 2.76 | 353 | 315.0 | 392.4 | 50 | 2.53 |
| Excess deaths* | 202 | 198 | ||||||||||
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