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Quantifying How Natural History Traits Contribute to Bias in Community Science Engagement: A Case Study Using Orbweaver Spiders Cover

Quantifying How Natural History Traits Contribute to Bias in Community Science Engagement: A Case Study Using Orbweaver Spiders

Open Access
|Apr 2024

Figures & Tables

Table 1

Values of behavioral and morphological traits assigned to study species, with non-native species in bold (World Spider Catalog 2023).

SPECIESSIZE (mm)BRIGHTCONTRASTUNIQUEDIURNALSEASON1POLYMORPHICWEB DECORATION
Acanthepeira stellata (Walckenaer 1805)11.50nonoyesnoearlynono
Araneus bicentenarius (McCook 1888)24.75noyesyesnoearlynono
Araneus diadematus2 Clerck 175713.25noyesnoyeslateyesno
Araneus marmoreus Clerck 175713.50yesyesnoyeslateyesno
Araneus nordmanni (Thorell 1870)13.00noyesnoyeslatenono
Araneus pegnia (Walckenaer 1841)5.93noyesnoyeslateyesno
Araneus trifolium (Hentz 1847)14.50yesyesnoyeslateyesno
Araniella displicata (Hentz 1847)6.00yesyesnoyesearlyyesno
Argiope argentata (Fabricius 1775)14.00yesyesyesyesearlynoyes
Argiope aurantia Lucas 183323.75yesyesnoyeslatenoyes
Argiope trifasciata (Forsskål 1775)20.00yesyesnoyeslatenoyes
Cyclosa turbinata (Walckenaer 1841)4.25nonoyesyeslatenoyes
Eriophora ravilla (C. L. Koch 1844)18.00yesyesnonoearlyyesno
Eustala anastera (Walckenaer 1841)7.15nonononoearlynono
Gasteracantha cancriformis (Linnaeus 1758)8.13yesyesyesyeslatenoyes
Gea heptagon (Hentz 1850)5.15nonoyesyesearlynono
Larinioides cornutus (Clerck 1757)10.25nonononoearlynono
Larinioides sclopetarius (Clerck 1757)11.00nonononoearlynono
Mangora gibberosa (Hentz 1847)9.10yesyesnoyeslatenono
Mangora placida (Hentz 1847)3.45yesyesnoyesearlynono
Mecynogea lemniscata (Walckenaer 1841)7.50yesyesnoyesearlynoyes
Metepeira labyrinthea (Hentz 1847)5.85nonononolatenoyes
Micrathena gracilis (Walckenaer 1805)8.88yesyesyesyeslatenono
Micrathena mitrata (Hentz 1850)6.18yesyesyesyeslatenono
Micrathena sagittata (Walckenaer, 1841)7.75yesyesyesyeslatenono
Neoscona arabesca (Walckenaer, 1841)7.48yesnononoearlynono
Neoscona crucifera (Lucas 1838)14.30yesnononolatenono
Neoscona domiciliorum (Hentz 1847)11.60noyesnonolateyesno
Trichonephila clavata (L. Koch 1878)22.38yesyesnoyeslatenono
Trichonephila clavipes (Linnaeus 1767)28.25yesyesyesyeslatenono
Verrucosa arenata (Walckenaer 1841)7.83yesyesyesyeslatenono

[i] 1 Early/Late = majority of iNaturalist observations submitted before or after August 1, respectively.

2 Bold text indicates species that are introduced to North America (NA). A. diadematus and L. sclopetarius have been present in NA for over a century. The status of G. heptagon is less certain, but it has also been present in NA for an extended period of time.

Table 2

Modeling results. Traits are shown in the table if they were included in the top-performing Linear Regression models or with >10% increase in mean squared error (MSE) in the Random Forest model. ID: identification, RG: research grade, UES: user engagement score.

RESPONSELINEAR REGRESSIONRANDOM FOREST
PARAMETERESTIMATECIWEIGHT% INCREASE MSEINCREASE NODE PURITYEFFECT
User engagement
Size–1.56–2.19, –0.93  1.047.793.85UES decreases with size.
Report frequency
Bright  0.47  0.16, 0.78  1.026.121.87Bright colors increase reports.
Size  1.17  0.51, 1.83  1.023.813.58Reports increase with size.
Contrast14.070.86Contrast increases report.
IDs per observation
Contrast  0.12–0.02, 0.26  0.5734.570.32Contrast increases IDs.
Size  0.27  0.05, 0.50  1.024.290.19IDs increase with size.
Diurnal  0.28  0.14, 0.41  1.033.160.30Diurnal activity increases IDs.
Bright12.660.06Bright colors increase IDs.
RG %
Contrast  0.20  0.08, 0.31  1.033.63763Contrast increases RG %.
Diurnal  0.15  0.04, 0.26  1.035.04251Diurnal activity increases RG %.
Unique  0.10  0.02, 0.19  1.013.04865Unique morphology increases RG%.
Bright19.81785Bright colors increase RG %
cstp-9-1-690-g1.png
Figure 1

Influence of morphological traits on the percentage of iNaturalist observations for a species that are classified as research grade.

cstp-9-1-690-g2.png
Figure 2

Percentage of iNaturalist observations reported by single-species users plotted against percentage of single-species users for each species included in analysis.

cstp-9-1-690-g3.png
Figure 3

Mean user engagement score (UES) among users reporting a species plotted against the number of research grade (RG) observations of that species per 1000 miles2 of range. Lower UES scores indicate species typically reported by more casual iNaturalist users, whereas higher scores indicate species typically reported by more committed iNaturalist users. The dotted line represents the average engagement level of users among analyzed species. Species represented with photos are marked with an asterisk.

cstp-9-1-690-g4.png
Figure 4

Number of observations reported for each species by individual users. Mean and 95% confidence interval is reported for users with more than 50 total observations and for users with less than 50 total observations. These two groups correspond with the top two thirds and bottom third of users by UES, respectively. Species represented with photos are marked with an asterisk.

DOI: https://doi.org/10.5334/cstp.690 | Journal eISSN: 2057-4991
Language: English
Submitted on: Oct 25, 2023
Accepted on: Mar 12, 2024
Published on: Apr 24, 2024
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2024 John Deitsch, Angela Chuang, David Nelsen, Michael Sitvarin, David Coyle, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.