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<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">scieditor</journal-id><journal-title-group><journal-title xml:lang="en">Science Editor and Publisher</journal-title><trans-title-group xml:lang="ru"><trans-title>Научный редактор и издатель</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2542-0267</issn><issn pub-type="epub">2541-8122</issn><publisher><publisher-name>АНРИ</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.24069/SEP-24-19</article-id><article-id custom-type="elpub" pub-id-type="custom">scieditor-415</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>ACADEMIC WRITING</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>АКАДЕМИЧЕСКОЕ ПИСЬМО</subject></subj-group></article-categories><title-group><article-title>Regression analysis. At the three-route crossroad</article-title><trans-title-group xml:lang="ru"><trans-title>Регрессионный анализ. На перекрестке трех дорог</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-8611-8218</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Мыльников</surname><given-names>С. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Mylnikov</surname><given-names>S. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Сергей Владимирович Мыльников, кандидат биологических наук, доцент, ученый секретарь, ответственный секретарь журнала «Экологическая генетика»</p><p>Санкт-Петербург</p></bio><bio xml:lang="en"><p>Sergey V. Mylnikov, Cand. Sci. (Biol.), Associated Professor, Academic Secretary in “Eco-Vector” Publ.House, Executive Secretary in the journal “Ecological Genetics”</p><p>St. Petersburg</p></bio><email xlink:type="simple">s.mylnikoff@eco-vector.com</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>ООО «Эко-Вектор»</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Eco-Vector LLC</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2024</year></pub-date><pub-date pub-type="epub"><day>29</day><month>10</month><year>2024</year></pub-date><volume>9</volume><issue>1</issue><issue-title>Supplement 2</issue-title><fpage>264</fpage><lpage>271</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Mylnikov S.V., 2024</copyright-statement><copyright-year>2024</copyright-year><copyright-holder xml:lang="ru">Мыльников С.В.</copyright-holder><copyright-holder xml:lang="en">Mylnikov S.V.</copyright-holder><license xml:lang="ru" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>Данная работа распространяется под лицензией Creative Commons Attribution 4.0.</license-p></license><license xml:lang="en" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://www.scieditor.ru/jour/article/view/415">https://www.scieditor.ru/jour/article/view/415</self-uri><abstract><p>Regression analysis is a rather popular and uncomplicated method of analyzing experimental data. If the results of correlation analysis tell us about the presence of a statistically significant relationship between the studied features, the results of regression analysis represent a graphical description of the nature of this relationship. The article considers the points that authors usually do not pay attention to, but to which the editor should pay attention, and the reviewer simply must do this. Among such points are false predictions, non-Gaussian distribution of residuals, and lack of confidence intervals. </p></abstract><trans-abstract xml:lang="ru"><p>Регрессионный анализ – достаточно популярный и несложный метод анализа экспериментальных данных. Если результаты корреляционного анализа говорят нам о статистически значимой связи между изучаемыми признаками, то результаты регрессионного – представляют собой графическое описание характера этой связи. В статье рассмотрены моменты, на которые обычно не обращают внимания авторы, но должен обратить внимание редактор и просто обязан – рецензент. Среди таких моментов – ложные предсказания, негауссово распределение остатков, отсутствие доверительных интервалов. </p></trans-abstract><kwd-group xml:lang="ru"><kwd>регрессия</kwd><kwd>экстраполяция</kwd><kwd>остатки</kwd><kwd>материалы и методы</kwd><kwd>представление результатов</kwd></kwd-group><kwd-group xml:lang="en"><kwd>regression</kwd><kwd>extrapolation</kwd><kwd>residuals</kwd><kwd>materials and methods</kwd><kwd>results presentation</kwd></kwd-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Daniel W.W. Biostatistics A Foundation for Analysis in the Health Sciences (Wiley Series in Probability and Statistics). 8th ed. John Wiley &amp; Sons; 2004.</mixed-citation><mixed-citation xml:lang="en">Daniel W.W. 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