A total of 3,829 mosquitoes were captured by all traps in the four field areas, corresponding to 18 collection-days/trap type/site (1,998 by BGM, 1,554 by BGM+VECT and 277 by STs). These were morphologically identified by trained entomologists: Ae. albopictus was the predominant species (90.2%) followed by Cx. pipiens (8.8%); other 36 specimens were collected (23 individuals belonging to other Aedes species, 12 Culiseta longiareolata and one not-identified specimen; Table 1). In Figure 2, box plots of Ae. albopictus and Cx. pipiens captures for each type of collection in each area are showed.
No relevant evidence of a depletion effect due to repeated captures at the sites was detected (Figure S1, Table S1).
Table 1. Total of Culicidae captured by three types of traps during thirty-six 48h-long trapping sessions in four areas across Italy and morphologically assigned to species and sex.
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)
BGM trapping performance following VECTRACK sensor application
According to GLMM results, the total number of mosquitoes collected by BGM+VECT was on average 32.3% lower (95%CI: 2.1 – 53.1%, p-value: 0.038) than BGM (Table 2). Similar performances were estimated for the total number of Ae. albopictus adults captured (33.8%, 95%CI: 1.9 - 55.4%; p-values: 0.040) and of Ae. albopictus males (35.1%, 95% confidence interval: 2.3 - 56.8%, p-values: 0.038). However, we did not find evidence against the hypothesis of comparable trapping performance between the BGM and BGM+VECT when considering Ae. albopictus females, Cx. pipiens adults, Cx. pipiens males, and Cx. pipiens females (Table 2).
Results showed that the group of four STs/site consistently captured less mosquitoes than each BGM, irrespectively of the species or sex (Table 2). Interestingly, the BGM and BGM+VECT showed a multiplicative factor of 14.5 (95% confidence interval: 9.1 – 23.0) and 10.2 (95% confidence interval: 6.3 – 16.6) higher captures of Ae. albopictus females compared to a single ST. The capture rate of a single ST for Ae. albopictus (defined as the ratio between the number collected adult females and the number of adult females present within the flight range of this mosquito species) was previously estimated though mark-release-recapture experiments to be on average 1.838*10- 4 (Marini et al. 2010; Zardini et al. 2024). Consequently, according to our results, the capture rates of BGM and of BGM+VECT are expected to range from 1.678*10- 3 to 4.219*10- 3 and from 1.161*10- 3 to 3.045*10- 3, respectively.
Table 2. Results of the generalized linear mixed models assessing difference in the number of captured mosquitoes between trap types. The BG-Mosquitaire (BGM) trap is taken as reference and its average value is not reported. The reported parameter values and their 95% confidence intervals are exponentiated and represent the multiplicative factor by which the expected number of captured mosquitoes changes depending on the trap type.
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)
VECTRACK algorithm performance in Aedes albopictus and Culex pipiens identification
To assess VECTRACK algorithm performance in the identification of mosquito species we focused only on the collections made by the BGM+VECT and compared the number of Ae. albopictus and Cx. pipiens morphologically identified by an expert operator with the identification provided by VECTRACK algorithm. Notably, the number of specimens belonging to other Culicidae species (not targeted by VECTRACK algorithm) was negligible (N=11).
Overall, VECTRACK algorithm counted 53 less Ae. albopictus and Cx. pipiens in the trap compared to an actual number of 1,543 morphologically identified specimens (Table 3). This difference amounts to a 3.4% of unidentified Ae. albopictus and Cx. pipiens with respect to the total captures VECTRACK algorithm counted 5% (N=69) Ae. albopictus less than the operator, while overestimated the number of Cx. pipiens by 10.4% (N=16). This amounts to a balance accuracy (as defined in González-Pérez et al. 2024) of 99.8% and 99.4%, respectively.
Table 3. Mosquitoes identified by operator-mediated morphological examination (M ID) or by VECTRACK algorithm (VT ID).
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)
Overall, results show a very high correlation between the two identification methods applied across different sites and at different times for the total number of Ae. albopictus and Cx. pipiens (Spearman: 0.96, p-value <0.0001). Results from the regression model estimated a 1.03 (95%CI: 0.99-1.08) relationship between the overall number of adult mosquitoes identified by VECTRACK algorithm and by the expert entomologist, meaning that every 100 Ae. albopictus and Cx. pipiens identified by VECTRACK algorithm the expectation is to have captured on average 103 (SD: 8.5) Ae. albopictus and Cx. pipiens (Figure 3).
A similar good performance was obtained for Ae. albopictus with a correlation of 0.96 (p-value <0.0001) between the two identification methods. Overall, the number of morphologically identified Ae. albopictus was comparable to the number provided by VECTRACK algorithm (Chi-squared = 0.409, p-value = 0.52). Results from the linear model estimated a 1.05 (95%CI: 1.-1.09) relationship between the number of Ae. albopictus identified by VECTRACK and by the operator corresponding to an expectation of 105 (SD: 7.9) Ae. albopictus for every 100 Ae. albopictus identified by VECTRACK algorithm (Figure 3).
The number of identified Cx. pipiens was comparable between operator and VECTRACK algorithm (Chi-squared = 1.64, df = 1, p-value = 0.2). However, a less strong correlation was present (0.70, p-value <0.0001) with VECTRACK algorithm overestimating the number of Cx. pipiens and showing high residual uncertainty with respect of the number of captured Cx. pipiens. For every 100 Cx. pipiens identified by VECTRACK algorithm we expect to have captured on average 77 (SD: 5) Cx. pipiens (Figure 3).
VECTRACK algorithm performance in Aedes albopictus and Culex pipiens female and male identification
Overall, VECTRACK algorithm provides high balance accuracy for females (99.1% and 98.8% for Ae. albopictus and Cx. pipiens, respectively), while a lower value for males was observed (62.6% and 62.8%). In particular, VECTRACK algorithm underestimated the number of Ae. albopictus females (-22.9%) and overestimated the number of males (53.8%), while an opposite trend was observed for Cx. pipiens mosquitoes (23.3% overestimation of females and -6.4% underestimation of males).
In the case of Ae. albopictus, a very high correlation between estimates provided by operators and VECTRACK algorithm was found both for females (Spearman: 0.97; p-value<0.0001) and males (Spearman: 0.89 p-value<0.0001). However, a significant difference was found in the identification of sexes between the two identification methods (Chi-squared test = 66.1, p-value = <0.001). The misidentification of Ae. albopictus females and the overestimation of Ae. albopictus males was found to be systematic and consistent across sites.
The estimated relationship between Ae. albopictus females counts by VECTRACK algorithm and by operator-mediated morphological identification is 1.28 (95%CI: 1.23- 1.33) and was found to correct the estimate of VECTRACK algorithm providing an estimate of 128 (SD: 5.6) actual catches for every 100 females identified by VECTRACK algorithm (Figure 4). The estimated relationship between Ae. albopictus males counts by VECTRACK algorithm and by the operator is lower 0.66 (95%CI: 0.57- 0.76).
We did not find evidence against the hypothesis of a similar identification performance of Cx. pipiens sexes between VECTRACK algorithm and by operator-mediated morphological examination (Chi-squared = 1.17, p-value = 0.28). However, the correlation between estimates provided by the two identification methods was found to be lower for both females (Spearman: 0.67 p-value<0.0001) and males (0.37, p-value =0.025).