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fix(paper): correct citation syntax for proper PDF rendering
Fixes 3 critical citation rendering issues identified in PDF audit: 1. Missing SIDC citation (line 77) - Changed [@sidc] → [@Vanlommel2005] to match BibTeX entry - Resolves "(?)" in PDF to proper citation 2. Malformed multi-reference citations (lines 70, 83) - Added spaces after commas: [@key1,@key2] → [@key1, @key2] - Fixes 8-publication list rendering (was showing only 1) - Affects validation statement for peer-reviewed work 3. Semicolon delimiter syntax error (line 82) - Changed semicolons to commas: [@key1; @key2] → [@key1, @key2] - Corrects Pandoc citation syntax All fixes are pure syntax corrections with no content changes. Word count: 982 words (still <1000, compliant with JOSS requirements). Citations now render correctly: - SIDC → (Vanlommel et al., 2005) - All 8 publications display in validation statements - Consistent citation syntax throughout paper 🤖 Generated with Claude Code (https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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@@ -67,20 +67,20 @@ The package targets heliophysics researchers analyzing spacecraft observations,
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The SolarWindPy framework utilizes a pythonic, class-based architecture that combines ion and magnetic field objects into a single, unified plasma.
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It is designed for both experienced researchers and to provide an intuitive scaffold for students learning to analyze spacecraft data.
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SolarWindPy's primary functionality (core, fitfunctions, plotting, instabilities, and solar_activity submodules) was written by the author and developed or utilized in support of multiple publications [@Alterman2018,@Wind:SWE:Wk, @Wind:SWE:ahe:xhel,@Wind:SWE:ahe:dnn,@Wind:SWE:ahe:phase,@Wind:SWE:ahe:shutoff,@ACE:SWICS:SSN,@ACE:SWICS:FStransition].
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SolarWindPy's primary functionality (core, fitfunctions, plotting, instabilities, and solar_activity submodules) was written by the author and developed or utilized in support of multiple publications [@Alterman2018, @Wind:SWE:Wk, @Wind:SWE:ahe:xhel, @Wind:SWE:ahe:dnn, @Wind:SWE:ahe:phase, @Wind:SWE:ahe:shutoff, @ACE:SWICS:SSN, @ACE:SWICS:FStransition].
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The transformation from thesis research code to a production package deployable via PyPI and conda-forge was accomplished using AI-assisted development with specialized quality assurance infrastructure for the supporting infrastructure (test suites, documentation, and deployment workflows), while the core scientific functionality remains human-authored.
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The package builds on NumPy [@Harris2020, @VanderWalt2011], SciPy [@scipy], Matplotlib [@Hunter2007], and Pandas [@Mckinney2010, @McKinney2011, @Mckinney2013] to ensure stable dependencies.
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The plotting module maintains timeseries-to-observation mappings for interactive data extraction and automatically maps plotted quantities to descriptive filenames for analysis traceability.
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Non-linear fitting libraries support multi-step nested regression workflows for parameter estimation.
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Submodules provide magnetohydrodynamic turbulence analysis and kinetic instability calculations.
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The `solar_activity` submodule provides seamless access to solar activity indicators from LISIRD [@LISIRD] and SIDC [@SIDC], enabling solar wind analysis across solar cycle phases.
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The `solar_activity` submodule provides seamless access to solar activity indicators from LISIRD [@LISIRD] and SIDC [@Vanlommel2005], enabling solar wind analysis across solar cycle phases.
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Data storage currently uses pandas DataFrames and Timeseries, with architecture supporting transitions to xarray [@xarray], SunPy, or AstroPy data structures.
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## Quality Assurance and AI-Assisted Development
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SolarWindPy's evolution from thesis research code [@AltermanThesis; @Alterman2018; @Wind:SWE:ahe:phase] to a production software package required systematic quality assurance for comprehensive testing, documentation, and deployment infrastructure.
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To be explicit about the scope of AI assistance: the core scientific modules (`core/`, `fitfunctions/`, `plotting/`, `instabilities/`, `solar_activity/`) containing the physics algorithms and analysis methods were developed by the author without AI assistance and represent the scholarly contribution of this work, validated through eight peer-reviewed publications [@Alterman2018,@Wind:SWE:Wk,@Wind:SWE:ahe:xhel,@Wind:SWE:ahe:dnn,@Wind:SWE:ahe:phase,@Wind:SWE:ahe:shutoff,@ACE:SWICS:SSN,@ACE:SWICS:FStransition].
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SolarWindPy's evolution from thesis research code [@AltermanThesis, @Alterman2018, @Wind:SWE:ahe:phase] to a production software package required systematic quality assurance for comprehensive testing, documentation, and deployment infrastructure.
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To be explicit about the scope of AI assistance: the core scientific modules (`core/`, `fitfunctions/`, `plotting/`, `instabilities/`, `solar_activity/`) containing the physics algorithms and analysis methods were developed by the author without AI assistance and represent the scholarly contribution of this work, validated through eight peer-reviewed publications [@Alterman2018, @Wind:SWE:Wk, @Wind:SWE:ahe:xhel, @Wind:SWE:ahe:dnn, @Wind:SWE:ahe:phase, @Wind:SWE:ahe:shutoff, @ACE:SWICS:SSN, @ACE:SWICS:FStransition].
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AI-assisted development was used exclusively for supporting infrastructure: test suites, continuous integration pipelines, package deployment workflows, and completion of docstring documentation.
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The quality assurance methodology utilizes Claude Code [@claude_code_2024] with domain-specific validation infrastructure designed for scientific computing correctness.

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