| Literature DB >> 23631838 |
Abstract
Current estimates of deaths from the influenza pandemic of 1918-19 in Japan are based on vital records and range from 257,000 to 481,000. The resulting crude death rate range of 0.47%-0.88% is considerably lower than parallel and conservative worldwide estimates of 1.66%-2.77%. Because the accuracy of vital registration records for early 20th century Asia is questionable, to calculate the percentage of the population who died from the pandemic, we used alternative prefecture-level population count data for Japan in combination with estimation methods for panel data that were not available to earlier demographers. Our population loss estimates of 1.97-2.02 million are appreciably higher than the standing estimates, and they yield a crude rate of population loss of 3.62%-3.71%. This rate resolves a major puzzle about the pandemic by indicating that the experience of Japan was similar to that of other parts of Asia.Entities:
Keywords: 1918; 1918–19; Japan; deaths; influenza viruses; pandemic; viruses
Mesh:
Year: 2013 PMID: 23631838 PMCID: PMC3647405 DOI: 10.3201/eid1904.120103
Source DB: PubMed Journal: Emerg Infect Dis ISSN: 1080-6040 Impact factor: 6.883
Population growth models and population loss estimates for Japan, 1903–1930 data*
| Estimate | Model | ||||||||
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | ||
| Includes Kanto earthquake prefectures† | Yes | Yes | Yes | Yes | No | No | No | No | |
| Includes Hokkaido outlier | Yes | Yes | No | No | Yes | Yes | No | No | |
| Includes 1918 population count data | Yes | No | Yes | No | Yes | No | Yes | No | |
| Intercept, γ00 | 13.6120‡ | 13.5957‡ | 13.6197‡ | 13.6040‡ | 13.5799‡ | 13.5623‡ | 13.5876‡ | 13.5706‡ | |
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| Time trend, γ10 | 0.0103‡ | 0.011‡ | 0.0095‡ | 0.0105‡ | 0.0098‡ | 0.0110‡ | 0.0089‡ | 0.0100‡ | |
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| Flu dummy, γ20 | –0.0344‡ | –0.0477‡ | –0.0364‡ | –0.0492‡ | –0.0374‡ | –0.0518‡ | –0.0397‡ | –0.0536‡ | |
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| Flu dummy × time trend, γ30 | 0.0006 | –0.0004 | 0.0013§ | 0.0003 | 0.0002 | –0.0010 | 0.0009 | –0.0002 | |
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| No. observations | 329 | 282 | 322 | 276 | 301 | 258 | 294 | 252 | |
| Hausman test statistic | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | |
| p>0.9999 | p>0.9999 | p>0.9999 | p>0.9999 | p>0.9999 | p>0.9999 | p>0.9999 | p>0.9999 | ||
| Breusch-Pagan test statistic | 924.89 | 653.01 | 921.41 | 652.71 | 848.22 | 599.17 | 847.85 | 601.55 | |
| p<0.0001 | p<0.0001 | p<0.0001 | p<0.0001 | p<0.0001 | p<0.0001 | p<0.0001 | p<0.0001 | ||
| Population change from influenza, millions | –1.38 | –1.97 | –1.50 | –2.02 | –1.48 | –2.12 | –1.61 | –2.17 | |
| Population change from influenza, % | –2.53 | –3.62 | –2.87 | –3.87 | –3.15 | –4.51 | –3.59 | –4.85 | |
| Population change, 1918–19, millions | –0.66 | –1.21 | –0.89 | –1.38 | –0.90 | –1.49 | –1.13 | –1.65 | |
| Population change, 1918–19, % | –1.20 | –2.19 | –1.69 | –2.60 | –1.89 | –3.13 | –2.51 | –3.65 | |
| Annual population growth rate to pandemic, % | 1.03 | 1.13 | 0.95 | 1.05 | 0.98 | 1.10 | 0.89 | 1.00 | |
| Annual population growth rate after pandemic, % | 1.09 | 1.09 | 1.08 | 1.08 | 1.00 | 1.00 | 0.98 | 0.98 | |
*Italics indicate SE of the coefficient. †Chiba, Kanagawa, Shizuoka, Tokyo. ‡p<0.01. §p<0.05.
Population growth models and population loss estimates for Japan, 1898–1935 data*
| Estimate | Model | |||||||
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | |
| Includes Kanto earthquake prefectures† | Yes | Yes | Yes | Yes | No | No | No | No |
| Includes Hokkaido outlier | Yes | Yes | No | No | Yes | Yes | No | No |
| Includes 1918 population count data | Yes | No | Yes | No | Yes | No | Yes | No |
| Intercept, γ00 | 13.6053‡ | 13.5971‡ | 13.6137‡ | 13.6059‡ | 13.5755‡ | 13.5673‡ | 13.5839‡ | 13.5762‡ |
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| Time trend, γ10 | 0.0106‡ | 0.0113‡ | 0.0097‡ | 0.0104‡ | 0.0100‡ | 0.0107‡ | 0.0091‡ | 0.0097‡ |
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| Flu dummy, γ20 | –0.0355‡ | –0.0464‡ | –0.0373‡ | –0.0476‡ | –0.0379‡ | –0.0486‡ | –0.0399‡ | –0.0501‡ |
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| Flu dummy × time trend, γ30 | 0.0002 | –0.0005 | 0.0009 | 0.0002 | –0.0002 | –0.0009 | 0.0005 | –0.0001 |
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| No. observations | 423 | 376 | 414 | 368 | 387 | 344 | 378 | 336 |
| Hausman test statistic | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 |
| p>0.9999 | p>0.9999 | p>0.9999 | p>0.9999 | p>0.9999 | p>0.9999 | p>0.9999 | p>0.9999 | |
| Breusch-Pagan test statistic | 1525.90 | 1171.30 | 1535.75 | 1183.05 | 1403.42 | 1078.01 | 1422.01 | 1097.53 |
| p<0.0001 | p<0.0001 | pp<0.0001 | p<0.0001 | <0.0001 | p<0.0001 | p<0.0001 | p<0.0001 | |
| Population change from Influenza, millions | –1.49 | –2.02 | –1.59 | –2.05 | –1.52 | –1.98 | –1.62 | –2.01 |
| Population change from Influenza, % | –2.72 | –3.71 | –3.03 | –3.92 | –3.23 | –4.23 | –3.62 | –4.50 |
| Population change, 1918 to 1919, millions | –0.75 | –1.25 | –0.96 | –1.39 | –0.93 | –1.37 | –1.14 | –1.51 |
| Population change, 1918 to 1919, % | –1.35 | –2.26 | –1.81 | –2.63 | –1.96 | –2.88 | –2.53 | –3.34 |
| Annual population growth rate to pandemic, % | 1.06 | 1.13 | 0.97 | 1.04 | 1.00 | 1.07 | 0.91 | 0.97 |
| Annual population growth rate after pandemic, % | 1.08 | 1.08 | 1.06 | 1.06 | 0.98 | 0.98 | 0.96 | 0.96 |
*Italics indicate SE of the coefficient. †Chiba, Kanagawa, Shizuoka, Tokyo. ‡p<0.01.
FigureEffect of including 1918 data on estimated population of Japan. Data cover 1903–1930 and include observations for Hokkaido and the prefectures affected by the Kanto earthquake of 1923 (Chiba, Kanagawa, Shizuoka, and Tokyo).
Sensitivity analysis of influenza-induced change estimates for Japan
| Controls for models | Ranges for estimated population change from influenza (millions) | ||||||||||
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| 1903–1930 data | 1898–1935 data | ||||||||||
| Included |
| Excluded |
| Included |
| Excluded | |||||
| Low | High | Low | High | Low | High | Low | High | ||||
| Kanto earthquake prefectures* | –1.38 | –2.02 | –1.48 | –2.17 | –1.49 | –2.05 | –1.52 | –2.01 | |||
| Hokkaido outlier | –1.38 | –2.12 | –1.50 | –2.17 | –1.49 | –2.02 | –1.59 | –2.05 | |||
| 1918 population count data | –1.38 | –1.61 | –1.97 | –2.17 | –1.49 | –1.62 | –1.98 | –2.05 | |||
| *Chiba, Kanagawa, Shizuoka, Tokyo. | |||||||||||