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Add fixes from Eli's comments - #22

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Alex-Broughton wants to merge 4 commits into
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Alex-Broughton requested a review from czwa August 24, 2026 20:05
Base automatically changed from tickets/DM-55376 to main August 24, 2026 20:09

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These are almost all clarifications/suggestions. No need to accept my suggestions if you don't like them.
Thank you for fixing my typos and bad sentences.

Blue boxes denote static ISR steps that apply pre-computed calibration inputs; orange boxes denote steps whose application depends on the science exposure itself (for example, overscan subtraction, dithering, or saturation-footprint growth); white boxes mark the raw input and post-ISR output.
The dashed optional step applies pre-computed per-amplifier offsets when enabled.}
A dashed border marks a computation rather than an artifact correction (integer-to-float conversion, dithering, overscan statistics, and variance plane estimation).
The amplifier-offset step remains optional and applies pre-computed per-amplifier offsets when enabled.}

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Amplifier offsets are a computation. It's a linear solution to the set of edge differences to find the per-amp offsets needed to minimize those differences. Maybe "The amplifier offset step remains optional, as it is an empirical calculation to improve background continuity" or something like that?

\subsection{ISR Pipeline Overview} \label{sec:isr-science:overview}

The LSSTCam has a particular photon transfer chain and therefore a particular ISR correction pipeline. The following outline follows Figure~\ref{fig:isr-pipeline} step by step.
The LSSTCam has a particular photon transfer chain and therefore a particular ISR correction pipeline. This pipeline takes in a set of calibrations and a raw image, and it outputs a science-ready image, with complete with a mask plane, provenance, and metadata.

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Double "with". "with a mask plane, variance, provenance, and metadata"? Or we already mentioned variance and mask above, so "science-ready image, with provenance of used calibrations and metadata including useful statistics"? The double "with" is the only correction I think this needs, these are just suggestions.
The next sentences cover metadata and provenance, so maybe ignore most of this comment.

\item \textbf{Apply gain.}
Per-amplifier gains derived from the PTC (\S\ref{sec:processing:calibration:ptc}) convert pixel values from ADU to electrons.
Electron units are the native domain for deferred-charge modeling, brighter-fatter correction, and variance plane estimation, all of which were calibrated assuming a linear conversion from measured counts to stored charge.
Electron units are the native domain for deferred-charge modeling, BFE correction, and variance plane estimation, all of which were calibrated assuming a linear conversion from measured counts to stored charge.

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I think this is the first time this appears in the paper, so "brighter-fatter effect (BFE) correction". Ignore if I missed one in my search.


Each subsection will describe the calibration product, its construction algorithm, and the corresponding ISR correction task.
We may also include a table of the data product and the name of the associated calibration task.
Every correction in the ISR sequence described in \S\ref{sec:isr-science} requires a calibration data product that characterizes the instrumental effect being removed, measured in advance from dedicated calibration exposures rather than from the science image itself.

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"Nearly all"? As an example, dithering doesn't.

For LSSTCam DP2 calibration production we fit both the temperature and temporal coefficients as well as the scattered-light offset $O$ on the spline.
In addition, any hardware sensitivities are absorbed by nuisance parameters that we parameterize as first order linear corrections to $\mu$ before the spline is evaluated:
\begin{equation}
\begin{aligned}

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If we do both, then maybe this should just be a single equation \mu_f &\rightarrow \mu_0(1 + \alpha T_i) (1 + \beta t_i)? Then there are only two \mus to consider, so we have a pre-correction \mu_0 and post-correction \mu_f.

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