Males were significantly shorter than females (estimate = -0.88 cm, p < 0.001; Wilcoxon p < 0.001), confirming a strong sex difference in body length. Activity, nudging, wall surfing, and respiration rate all changed markedly between the two nudging periods (See Figure 2). Fish were active for more than twice as long in nudging period 2 than in nudging period 1(IRR = 2.09, 95% CI = 1.24 0 3.52, z = 2.77, p = 0.006; Wilcoxon p < 0.001). The increase in nudging was even stronger, with nudging counts rising 6.3-fold (IRR = 6.26, 95% CI = 3.45 - 11.36, z = 6.04, p < 0.001; Wilcoxon p < 0.001). Time spent wall surfing also grew substantially, being 5.1-times higher in the second nudging period (IRR = 5.10, 95% CI = 2.26 - 11.50, p < 0.001; Wilcoxon p < 0.001). In contrast, respiration rate declined by 19.2 breaths per minute (ß = -19.17, 95% CI -22.43 to -15.91, p < 0.001; Wilcoxon p < 0.001). Taken together, these findings indicate that Corydoradinae become more active and socially engaged, and breathed more slowly during the second nudging period.
Activity
In the intrinsic model, activity rose markedly from nudging period 1 to nudging period 2 (IRR = 2.404, adj-p = 0.001). Sex (IRR = 1.027, adj-p = 0.945), length (IRR = 0.940, adj-p = 0.869; LRT = 0.203), and the sex × period interaction (IRR = 0.755, adj-p = 0.704; LRT = 0.848) were all non-significant, implying that the approximately 2.4-fold increase in activity across nudging periods was uniform across size and sex.
In the behavioral model, wall surfing (IRR = 1.005, p < 0.001; LRT = 13.302) within a given nudging period was the only significant predictor of activity. Nudging period no longer contributed once the concurrent behaviors were included in the model (IRR = 1.220, p = 0.562; LRT = 0.334). ANN showed a non-significant negative trend (IRR = 0.981, p = 0.087; LRT = 2.767), and respiration was unrelated to activity (IRR = 0.999, p = 0.925; LRT = 0.009).
In the lagged model, activity in the second nudging period was not predicted by any behavior measured in the preceding nudging period. Neither first nudging period activity (ß = 0.086, p = 0.182, LRT = 2.258), ANN (ß = 0.027, p = 0.955, LRT = 0.008), respiration rate (ß = -0.722, p = 0.101; LRT = 3.475), nor wall surfing (ß = 0.054, p = 0.533; LRT = 0.452) reached significance, implying that variation in activity during the second nudging period arises largely from factors other than a fish’s behavioral state in the first nudging period.
Activity and wall surfing were only moderately related in the first nudging period (r = 0.495, p = 0.002) but became highly correlated in the second nudging period (r = 0.863, p = 3.055 × 10-12). Collinearity was not an issue in either nudging period, with a VIF of 1.325 in the first nudging period, and 3.928 in the second nudging period. Factor analysis of the three behaviors in each nudging period showed that, although both variables loaded on to the same latent factor, their loadings were markedly different in the first nudging period (activity = 0.643, wall surfing = 0.247) and converged in the second nudging period (activity = 0.728, wall surfing = 0.664). So the two measures are initially distinct and align over time, indicating that they aren’t redundant proxies of the same behavior.
Activity-Normalized Nudging (ANN)
In the intrinsic mode, ANN differed significantly by both period and sex. For females, ANN rose by about 8.85 nudges per minute active between nudging periods 1 and 2 (ß = 8.851, adj-p < 0.001), whereas males showed no such change, as evidenced by the negative period × sex interaction (ß = -8.872, adj-p = 0.010; LRT = 8.523). Sex on its own (ß = 2.326, adj-p = 0.447) and body length (ß = 0.423, adj-p = 0.719; LRT = 0.139) were non-significant, indicating that the period effect emerged only in females and was unrelated to size.
In the behavioral model, no predictor reached significance. ANN showed no detectable association with activity (ß = -0.011, p = 0.420; LRT = 0.702), respiration rate (ß = -0.009, p = 0.934; LRT = 0.007), or wall surfing (ß = 0.014, p = 0.415; LRT = 0.719). Period also failed to predict ANN once same-period behaviors were included (ß = 4.097, p = 0.181; LRT = 1.931). Thus variation in ANN within a period was not explained by the other measured behaviors.
In the lagged model, there also were no significant carry-over effects from the first nudging period. ANN in the second nudging period was unrelated to activity in the first nudging period (ß = -0.021, p = 0.313; LRT = 1.195), ANN in the first nudging period (ß = 0.106, p = 0.642; LRT = 0.173), respiration rate in the first nudging period (ß = -0.222, p = 0.211; LRT = 1.656), or wall surfing in the first nudging period (ß = 0.009, p = 0.830; LRT = 0.044).
Respirations
Respiration rates declined sharply over the course of the trial (Figure 3). Specifically, respiration in interval 1 was significantly higher than in interval 4 (estimate = 18.955, p = 1.861 × 10-20). There was no significant difference between intervals 3 and 4 (estimate = 0.588, p = 0.808), suggesting a plateau in respiration rate by the third interval.
In the intrinsic model, respiration rate fell sharply between nudging periods 1 and 2 (ß = -18.318, adj-p < 0.001). Sex (ß = -1.296, adj-p = 0.689), body length (ß = -0.598, adj-p = 0.689; LRT = 0.230), and the sex × period interaction (ß = -1.802, adj-p = 0.689; LRT = 0.335) were all non-significant, indicating that the approximately 18 breaths/minute drop between periods was consistent across size and sex.
In the behavioral model, nudging period remained the dominant predictor, with fish respiring at a rate of about 22 opercular beats per minute more slowly in period 2 than in period 1 (ß = -21.698, p < 0.001; LRT = 65.614). Within periods, wall-surfing showed a modest positive association with respiration (ß = 0.046, p = 0.011; LRT = 6.943), whereas activity (ß = -0.022, p = 0.118; LRT = 2.579) and ANN (ß = -0.002, p = 0.985; LRT < 0.001) were unrelated.
In the lagged model, respiration rate in the second nudging period was largely independent of first-period behavior, with only wall surfing in the first nudging period showing a modest carry-over effect (ß = 0.068, p = 0.049; LRT = 3.928), whereas first nudging period activity (-0.019, p = 0.279; LRT = 1.319), ANN (ß = -0.039, p = 0.832; LRT = 0.050), and respirations (ß = -0.114, p = 0.428; LRT = 0.543) were non-predictive.
Wall Surfing
In the intrinsic model, sex (IRR = 0.811, adj-p = 0.660), the sex-period interaction ( IRR = 1.879, adj-p = 0.232; LRT = 2.326) and body length (IRR = 1.128, adj-p = 0.624; LRT = 0.520) did not influence wall surfing. Period was initially significant, but only suggests a trend after multiplicity correction (IRR = 2.148, unadj-p = 0.016, adj-p = 0.064), suggesting that wall surfing roughly doubled from nudging period 1 to 2.
In the behavioral model, wall surfing was strongly related to concurrent behavior. Within a period, activity was a 0.07% increase in wall surfing time (IRR = 1.007, p < 0.001; LRT = 16.503), and each extra breath per minute increase in respiration rate was associated with a 2.3% increase in wall surfing (IRR = 1.023, p = 0.044; LRT = 3.949). Period remained important, with fish wall surfing about 2.7-fold more in the second nudging period compared to the first (IRR = 2.734, p = 0.007; LRT = 6.524). ANN was unrelated to time spent wall surfing (IRR = 1.001, p = 0.968; LRT = 0.002)
In the lagged model, earlier behavior predicted later wall surfing in the opposite direction, with higher first nudging period ANN predicting 9% less surfing in the next period (IRR = 0.909, p < 0.001; LRT = 7.102), and faster first nudging period respiration rate was associated with a decrease in wall surfing in the second nudging period (IRR = 0.979, p = 0.024; LRT = 16.348). Activity in the first nudging period (IRR = 1.001, p = 0.666; LRT = 0.187), and wall surfing in the first nudging period (IRR = 1.002, p = 0.192; LRT = 1.707) had no carry-over effect, indicating that subsequent wall surfing is shaped more by earlier ANN and respiration state than by prior levels of wall surfing or general activity.
Foraging Performance
When considering total time spent finding food, activity in the second period was the sole variable retained by model selection. Each extra second of activity predicted a 4 second reduction in time spent finding food (ß = -4.066, p = 0.015; LRT = 6.182; See Figure 5).
For active foraging time, the best supported mixed-effects model included activity in the second period, nudging rate weighted by activity, and fish length. Each extra second of activity in the second period predicted a 2.4 second reduction in active foraging time (ß = -2.385, p = 0.026; LRT = 5.315; See Figure 7). Each extra nudge per minute of activity in the second period was associated with 15.9 extra seconds spent actively foraging (ß = 15.893, p = 0.039; LRT = 4.943). Although retained in the model, fish length did not explain a significant proportion of variation in active foraging time (ß = -122.364 p = 0.123; LRT = 2.427).
For freeze time, the best supported mixed-effects model included activity in the second nudging period, ANN in the second nudging period, and fish length. Each extra nudge per minute of activity in the second period was associated with a 21.6 second reduction in freeze time (See Figure 6). Although they were retained in the model, neither activity in the second period (ß = -2.351, p = 0.067; LRT = 3.948), nor fish length (ß = 123.586, p = 0.092; LRT = 3.044) explained a significant proportion of variation in freeze time.