[step:Restrict the amplitude to the diagonal to identify the principal term]
The smoothness of $J_\theta$, the smoothness of $B_y(y')$, the local invertibility of $B_y(y')$ near the diagonal, and the symbol estimates for $a \in S^m$ imply that $c$ satisfies the local semiclassical amplitude estimates of order $m$ uniformly for $(y,y')$ in a sufficiently small neighbourhood of the diagonal. The kernel is localized near the diagonal and is properly supported in this coordinate patch, so the standard semiclassical amplitude-to-left-symbol theorem applies: a properly supported oscillatory kernel with amplitude in this local class has a left symbol obtained by the usual Taylor expansion in $y'-y$, with each correction containing one $h\partial_\eta$ factor. Define $\partial_{y'}^\alpha$ to be the ordinary multi-index partial derivative in the primed base variable. The resulting left symbol $\tilde b: Y \times \mathbb{R}^n \times (0,h_0] \to \mathbb{C}$ satisfies
\begin{align*} \tilde b(y,\eta;h) \sim \sum_{|\alpha| \geq 0} \frac{h^{|\alpha|}}{i^{|\alpha|}\alpha!} \partial_\eta^\alpha \partial_{y'}^\alpha c(y,y',\eta;h)\big|_{y'=y}. \end{align*}
The term with $\alpha=0$ is $c(y,y,\eta;h)$, and every term with $|\alpha| \geq 1$ lies in $hS^{m-1}$ because each $\eta$-derivative lowers the symbol order by one and the expansion supplies a factor of $h^{|\alpha|}$. Hence
\begin{align*} \tilde b(y,\eta;h) = c(y,y,\eta;h) \mod hS^{m-1}. \end{align*}
The assumed symbol $b$ in the $y$-chart represents the same local kernel modulo an $O(h^\infty)$ smoothing remainder. The uniqueness statement for local left symbols says that two left symbols producing the same properly supported semiclassical kernel modulo an $O(h^\infty)$ smoothing kernel have the same principal class modulo $hS^{m-1}$. Applying this uniqueness statement to $b$ and $\tilde b$ shows that $b$ and $\tilde b$ have the same class modulo $hS^{m-1}$.
At $y'=y$, we have $B_y(y)=d\theta_y$ and
\begin{align*} |\det B_y(y)| = |\det d\theta_y| = J_\theta(y) \end{align*}
Thus the half-density Jacobian factor satisfies
\begin{align*} J_\theta(y)^{1/2} J_\theta(y)^{1/2} |\det B_y(y)|^{-1} = J_\theta(y)J_\theta(y)^{-1} = 1 \end{align*}
Consequently,
\begin{align*} b(y,\eta;h) = a\bigl(\theta(y),(d\theta_y)^{-\top}\eta;h\bigr) \mod hS^{m-1}. \end{align*}
Since $x=\theta(y)$ and $d\theta_y=(d\kappa_x)^{-1}$, the transpose inverse identity gives
\begin{align*} (d\theta_y)^{-\top} = (d\kappa_x)^\top \end{align*}
In covector notation, this is exactly
\begin{align*} (d\theta_y)^{-\top}\eta = (d\kappa_x)^*\eta \end{align*}
Passing to classes modulo $hS^{m-1}$ yields
\begin{align*} b_0(y,\eta)=a_0\bigl(x,(d\kappa_x)^*\eta\bigr) \end{align*}
[/step]