Research ethics and reporting
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Ethics and reproducibility
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obtain consent and permission; colelct only proportionate personal data and control access, storage, and retention. Attribute sources and follow dataset licenses
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names replaced by IDs may still be identifiable through a key or combination fo details; public availability does not permit every use or redistribution
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record data versions, preprocessing, code, dependencies, configuration, sees, commands, and re6evant hardware. A seed helps control randomness but cannot guarantee identical results across systems
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Proposal and report
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Proposal -> describes what will be studied, why, and how. Separate expected results from findings and conclusions; keep claims within the evidence and explain relevant limitations.
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Statistical significance -> whether results cross a chosen statistical threshold; practical importance -> effect size or relevance in context.
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