Growth Modeling of the Giant Electric Ray Narcine entemedor in the Southern Gulf of California: Analyzing the Uncertainty of Three Data Sets
Abstract
:Simple Summary
Abstract
1. Introduction
2. Materials and Methods
2.1. Collection of Samples
2.2. Vertebral Preparation
2.3. Reading of Growth Bands
2.4. Precision and Accuracy
2.5. Periodicity of Band Formation
2.6. Age Adjustment
2.7. Back-Calculation
2.8. Growth Estimation
2.9. Confidence Intervals
2.10. Model Selection
3. Results
3.1. Collection of Samples
3.2. Precision and Accuracy
3.3. Periodicity of Band Formation
3.4. Growth Estimation and Model Selection
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Month | January | February | March | April | May | June | July | August | September | October | November | December |
---|---|---|---|---|---|---|---|---|---|---|---|---|
Sample size | 18 | 33 | 7 | 3 | 29 | 10 | 42 | 37 | 20 | 14 | 10 | 22 |
Total Length (cm) | Age Group (Down-Rounded) | Total | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | ||
42 | 1 | 1 | |||||||||||||
44 | 2 | 2 | |||||||||||||
46 | 0 | ||||||||||||||
48 | 2 | 1 | 1 | 4 | |||||||||||
50 | 1 | 3 | 1 | 5 | |||||||||||
52 | 5 | 5 | 10 | ||||||||||||
54 | 1 | 4 | 5 | 1 | 11 | ||||||||||
56 | 1 | 1 | 10 | 3 | 15 | ||||||||||
58 | 4 | 6 | 3 | 3 | 1 | 17 | |||||||||
60 | 3 | 7 | 9 | 3 | 22 | ||||||||||
62 | 1 | 3 | 12 | 6 | 22 | ||||||||||
64 | 1 | 3 | 7 | 2 | 2 | 1 | 16 | ||||||||
66 | 3 | 5 | 7 | 3 | 1 | 19 | |||||||||
68 | 1 | 3 | 5 | 1 | 3 | 1 | 14 | ||||||||
70 | 3 | 5 | 2 | 5 | 6 | 1 | 22 | ||||||||
72 | 4 | 1 | 6 | 8 | 2 | 1 | 22 | ||||||||
74 | 3 | 4 | 8 | 5 | 3 | 23 | |||||||||
76 | 2 | 2 | 1 | 2 | 2 | 9 | |||||||||
78 | 2 | 4 | 2 | 8 | |||||||||||
80 | 0 | ||||||||||||||
82 | 1 | 1 | 2 | ||||||||||||
84 | 1 | 1 | |||||||||||||
Total | 2 | 12 | 18 | 40 | 38 | 26 | 24 | 13 | 21 | 26 | 14 | 8 | 1 | 2 | 245 |
Total Length (cm) | Age Group (Down-Rounded) | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | Total | |
16 | 1 | 1 | ||||||||||||||
18 | 3 | 3 | ||||||||||||||
20 | 10 | 10 | ||||||||||||||
22 | 59 | 59 | ||||||||||||||
24 | 78 | 78 | ||||||||||||||
26 | 67 | 4 | 71 | |||||||||||||
28 | 14 | 19 | 33 | |||||||||||||
30 | 9 | 37 | 2 | 48 | ||||||||||||
32 | 5 | 48 | 3 | 56 | ||||||||||||
34 | 63 | 10 | 73 | |||||||||||||
36 | 31 | 25 | 2 | 58 | ||||||||||||
38 | 27 | 34 | 5 | 66 | ||||||||||||
40 | 6 | 48 | 7 | 1 | 62 | |||||||||||
42 | 7 | 49 | 16 | 2 | 74 | |||||||||||
44 | 2 | 25 | 31 | 5 | 63 | |||||||||||
46 | 1 | 23 | 41 | 8 | 2 | 75 | ||||||||||
48 | 2 | 16 | 44 | 19 | 4 | 85 | ||||||||||
50 | 3 | 38 | 32 | 7 | 80 | |||||||||||
52 | 8 | 22 | 45 | 11 | 4 | 90 | ||||||||||
54 | 1 | 13 | 33 | 24 | 8 | 79 | ||||||||||
56 | 1 | 9 | 40 | 31 | 8 | 3 | 92 | |||||||||
58 | 6 | 21 | 32 | 25 | 7 | 1 | 92 | |||||||||
60 | 3 | 13 | 34 | 19 | 12 | 2 | 83 | |||||||||
62 | 1 | 4 | 23 | 26 | 19 | 6 | 1 | 80 | ||||||||
64 | 1 | 3 | 14 | 22 | 21 | 18 | 1 | 80 | ||||||||
66 | 3 | 16 | 23 | 15 | 12 | 1 | 70 | |||||||||
68 | 1 | 7 | 12 | 21 | 15 | 5 | 61 | |||||||||
70 | 3 | 11 | 14 | 17 | 14 | 3 | 62 | |||||||||
72 | 5 | 5 | 16 | 12 | 5 | 1 | 44 | |||||||||
74 | 3 | 8 | 12 | 7 | 4 | 34 | ||||||||||
76 | 2 | 2 | 4 | 4 | 3 | 15 | ||||||||||
78 | 2 | 5 | 3 | 1 | 11 | |||||||||||
80 | 0 | |||||||||||||||
82 | 1 | 1 | 1 | 3 | ||||||||||||
84 | 1 | 1 | 2 | |||||||||||||
Total | 245 | 247 | 248 | 239 | 227 | 185 | 138 | 113 | 87 | 73 | 50 | 24 | 12 | 3 | 2 | 1893 |
Dataset | Model | L∞ | k | t0 | L0 | −LL | AIC | Δi | Wi |
---|---|---|---|---|---|---|---|---|---|
Unadjusted | VBG-3 | 82.09 (80.59–83.69) | 0.165 (0.170–0.173) | −1.988 (−2.008–−1.968) | 23.01 | 3507.23 | −7008.45 | 0.00 | 1.00 |
VBG-2 | 69.35 (67.25–71.65) | 0.314 (0.294–0.334) | - | 14.50 | 2158.51 | −4313.03 | 2695.43 | 0.00 | |
GG-3 | 73.49 (72.89–74.14) | 0.301 (0.292–0.310) | 0.46 (0.437–0.477) | 23.32 | 3486.66 | −6967.31 | 41.14 | 0.00 | |
LG-3 | 69.79 (69.44–70.14) | 0.444 (0.435–0.453) | 1.500 (1.475–1.525) | 23.69 | 3439.89 | −6873.77 | 134.68 | 0.00 | |
Adjusted-RC | VBG-3 | 81.50 (80.0–83.10) | 0.170 (0.165–0.175) | −1.363 (−1.383–−1.343) | 16.89 | 3413.10 | −6820.20 | 0.00 | 1.00 |
VBG-2 | 75.52 (74.02–77.12) | 0.215 (0.206–0.224) | - | 14.50 | 3352.04 | −6700.08 | 120.11 | 0.00 | |
GG-3 | 73.16 (72.51–73.81) | 0.308 (0.299–0.317) | 1.020 (0.999–1.039) | 18.60 | 3395.95 | −6785.90 | 34.30 | 0.00 | |
LG-3 | 69.53 (69.39–70.19) | 0.454 (0.434–0.455) | 2.040 (2.017–2.067) | 19.71 | 3354.06 | −6702.12 | 118.08 | 0.00 | |
Adjusted-DC | VBG-3 | 81.87 (80.37–83.47) | 0.168 (0.163–0.173) | −1.384 (−1.404–−1.364) | 16.96 | 3454.00 | −6902.00 | 0.00 | 1.00 |
VBG-2 | 75.59 (74.09–77.19) | 0.213 (0.204–0.222) | - | 14.50 | 3386.07 | −6768.15 | 133.85 | 0.00 | |
GG-3 | 73.36 (72.71–74.01) | 0.305 (0.296–0.314) | 1.030 (1.011–1.051) | 18.65 | 3436.19 | −6866.39 | 35.61 | 0.00 | |
LG-3 | 69.70 (69.35–70.05) | 0.449 (0.439–0.460) | 2.063 (2.040–2.090) | 19.77 | 3392.80 | −6779.60 | 122.40 | 0.00 |
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Mora-Zamacona, P.; Melo-Barrera, F.N.; Cruz-Escalona, V.H.; Navia, A.F.; Morales-Bojórquez, E.; Pérez-Palafox, X.A.; Mejía-Falla, P.A. Growth Modeling of the Giant Electric Ray Narcine entemedor in the Southern Gulf of California: Analyzing the Uncertainty of Three Data Sets. Animals 2022, 12, 19. https://doi.org/10.3390/ani12010019
Mora-Zamacona P, Melo-Barrera FN, Cruz-Escalona VH, Navia AF, Morales-Bojórquez E, Pérez-Palafox XA, Mejía-Falla PA. Growth Modeling of the Giant Electric Ray Narcine entemedor in the Southern Gulf of California: Analyzing the Uncertainty of Three Data Sets. Animals. 2022; 12(1):19. https://doi.org/10.3390/ani12010019
Chicago/Turabian StyleMora-Zamacona, Pablo, Felipe N. Melo-Barrera, Víctor H. Cruz-Escalona, Andrés F. Navia, Enrique Morales-Bojórquez, Xchel A. Pérez-Palafox, and Paola A. Mejía-Falla. 2022. "Growth Modeling of the Giant Electric Ray Narcine entemedor in the Southern Gulf of California: Analyzing the Uncertainty of Three Data Sets" Animals 12, no. 1: 19. https://doi.org/10.3390/ani12010019