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. 2025 Sep 29;15:33704. doi: 10.1038/s41598-025-18977-w

Table 2.

Model parameter definitions and specifications.

Parameter symbol Physical meaning Value range Justification source
µij

Intrinsic collaboration

drift rate

[0, 1.0]

Empirical collaboration

data

λijk

Network coupling

strength coefficient

[0, 0.5]

Newman (2003) network

analysis

σ0

Baseline environmental

noise intensity

[0.01, 0.1]

SDE stability

requirements

σ1

State-dependent

noise coefficient

[0, 0.2] Theoretical assumption
σ2

Network-mediated

noise parameter

[0, 0.15] Barabási-Albert model
γ

Collaboration decay

rate

[0.05, 0.3]

Academic persistence

studies

β

Network feedback

strength

[0.1, 0.8]

Control theory

principles

α

External influence

sensitivity

[0, 1.0]

Institutional data

calibration