AgricultureEnglish6.6/10 · BronzeCSV file availableUpdated 19 Oct 2026

A robust non-parametric stability measure to select stable genotypes | The Indian Journal of Agricultural Sciences - Question and Answer Dataset

Name: A robust non-parametric stability measure to select stable genotypes | The Indian Journal of Agricultural Sciences - Question and Answer Dataset
Creator: epubs.icar.org.in
Keywords: Agriculture, question-answering, extractive-qa, non-parametric-stability-measure, stable-genotypes, rank-based-stability-index-rsi, climate-change, agricultural-output, genotype-environment-interactions, crop-resilience, food-security, india

#question-answering#extractive-qa#non-parametric-stability-measure#stable-genotypes#rank-based-stability-index-rsi#climate-change#agricultural-output#genotype-environment-interactions#crop-resilience#food-security#india

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About this dataset

14 extractive question-and-answer pairs built from A robust non-parametric stability measure to select stable genotypes, published by epubs.icar.org.in. Source-evidenced topics include non-parametric stability measure, stable genotypes, rank based stability index (rsi), climate change, agricultural output, genotype-environment interactions, crop resilience, food security. Every answer is a verbatim span of text the source prints, and each row carries the passage it sits in, its offset in that passage, the source quote, the page and the location in the document, so any row can be checked against the original. Question types in the export: 7 factual, 2 list, 2 relationship, 2 summary, 1 definition. 7 of the 14 pairs (50.0%) ask explanatory questions; the remaining 7 are factual or table-based questions. 92.86% of rows pass the corpus quality gate.

The story in this dataset

Dataset on Rank Based Stability Index and Agricultural Resilience

This dataset contains 14 extractive question-and-answer pairs derived from a study on the Rank Based Stability Index (RSI) for selecting stable genotypes in agriculture. The RSI is proposed as a method to mitigate climate change impacts on crop yields without compromising productivity. The dataset includes questions on topics such as genotype-environment interactions, agricultural stability measures, and food security. It also provides metadata about The Indian Journal of Agricultural Sciences, where the study was published.

Purpose of RSI: Choosing genotypes based on the rank of interaction residuals to mitigate climatic changes without compromising yield.

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First 10 of 14 rows

Sample rows from A robust non-parametric stability measure to select stable genotypes | The Indian Journal of Agricultural Sciences - Question and Answer Dataset
question	answer	context	answer_start	question_type	knowledge_quality_score	source_document	source_quote	source_location	confidence	validation_status
What is the purpose of the Rank Based Stability Index?	choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield.	Climate change has a considerable influence on agricultural output, raising farmers’ production risk. the risk can be mitigated by selecting stable genotypes. In countries such as India, where significant proportions of farmers are smallholders or operate on marginal land, the minimization of risk is of paramount importance. Existing methods of stability measures often result in low-yielding varieties. there is a need to develop more effective stability strategy to solve this problem without reducing yield. In light of the preceding, the Rank Based Stability Index (RSI) has been proposed for choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield. Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.	599	definition	1.000	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	In light of the preceding, the Rank Based Stability Index (RSI) has been proposed for choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield. Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.	p[0]	0.700	valid
Why is risk reduction especially critical for farmers in India?	significant proportions of farmers are smallholders or operate on marginal land	Climate change has a considerable influence on agricultural output, raising farmers’ production risk. the risk can be mitigated by selecting stable genotypes. In countries such as India, where significant proportions of farmers are smallholders or operate on marginal land, the minimization of risk is of paramount importance. Existing methods of stability measures often result in low-yielding varieties. there is a need to develop more effective stability strategy to solve this problem without reducing yield. In light of the preceding, the Rank Based Stability Index (RSI) has been proposed for choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield. Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.	193	relationship	0.970	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	In countries such as India, where significant proportions of farmers are smallholders or operate on marginal land, the minimization of risk is of paramount importance.
What capability does the RSI approach show through statistical analyses?	its ability to discern stable genotypes resilient to environmental fluctuations.	Climate change has a considerable influence on agricultural output, raising farmers’ production risk. the risk can be mitigated by selecting stable genotypes. In countries such as India, where significant proportions of farmers are smallholders or operate on marginal land, the minimization of risk is of paramount importance. Existing methods of stability measures often result in low-yielding varieties. there is a need to develop more effective stability strategy to solve this problem without reducing yield. In light of the preceding, the Rank Based Stability Index (RSI) has been proposed for choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield. Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.	795	summary	0.970	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.
What capability does the RSI approach show through statistical analysis?	its ability to discern stable genotypes resilient to environmental fluctuations	Climate change has a considerable influence on agricultural output, raising farmers’ production risk. the risk can be mitigated by selecting stable genotypes. In countries such as India, where significant proportions of farmers are smallholders or operate on marginal land, the minimization of risk is of paramount importance. Existing methods of stability measures often result in low-yielding varieties. there is a need to develop more effective stability strategy to solve this problem without reducing yield. In light of the preceding, the Rank Based Stability Index (RSI) has been proposed for choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield. Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.	795	summary	0.970	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.
What issue is commonly caused by existing agricultural stability measures?	low-yielding varieties	Climate change has a considerable influence on agricultural output, raising farmers’ production risk. the risk can be mitigated by selecting stable genotypes. In countries such as India, where significant proportions of farmers are smallholders or operate on marginal land, the minimization of risk is of paramount importance. Existing methods of stability measures often result in low-yielding varieties. there is a need to develop more effective stability strategy to solve this problem without reducing yield. In light of the preceding, the Rank Based Stability Index (RSI) has been proposed for choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield. Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.	382	relationship	0.890	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	Existing methods of stability measures often result in low-yielding varieties.	p[0]	0.700
Which indexing services include The Indian Journal of Agricultural Sciences?	Elsevier Scopus, Clarivate Analytics ESCI, DOAJ	This work is licensed under aCreative Commons Attribution-NonCommercial-ShareAlike 4. International License. The copyright of the articles published inThe Indian Journal of Agricultural Sciencesis vested with the Indian Council of Agricultural Research, which reserves the right to enter into any agreement with any organization in India or abroad, for reprography, photocopying, storage and dissemination of information. The Council has no objection to using the material, provided the information is not being utilized for commercial purposes and wherever the information is being used, proper credit is given to ICAR. Print ISSN:0019-5022Online ISSN:2394-3319NAAS Rating (2026):6.7WoS Impact Factor (June 2026):0. Indexedin Elsevier Scopus, Clarivate Analytics ESCI, DOAJ.Plagiarism checkby iThenticate.The work is licensed underAttribution-NonCommercial-NoDerivatives 4.	727	list	0.820	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	Indexedin Elsevier Scopus, Clarivate Analytics ESCI, DOAJ.Plagiarism checkby iThenticate.The work is licensed underAttribution-NonCommercial-NoDerivatives 4.
What are the ISSN numbers associated with The Indian Journal of Agricultural Sciences?	Print ISSN:0019-5022Online ISSN:2394-3319	This work is licensed under aCreative Commons Attribution-NonCommercial-ShareAlike 4. International License. The copyright of the articles published inThe Indian Journal of Agricultural Sciencesis vested with the Indian Council of Agricultural Research, which reserves the right to enter into any agreement with any organization in India or abroad, for reprography, photocopying, storage and dissemination of information. The Council has no objection to using the material, provided the information is not being utilized for commercial purposes and wherever the information is being used, proper credit is given to ICAR. Print ISSN:0019-5022Online ISSN:2394-3319NAAS Rating (2026):6.7WoS Impact Factor (June 2026):0. Indexedin Elsevier Scopus, Clarivate Analytics ESCI, DOAJ.Plagiarism checkby iThenticate.The work is licensed underAttribution-NonCommercial-NoDerivatives 4.	621	list	0.740	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	The Council has no objection to using the material, provided the information is not being utilized for commercial purposes and wherever the information is being used, proper credit is given to ICAR. Print ISSN:0019-5022Online ISSN:2394-3319NAAS Rating (2026):6.7WoS Impact Factor (June 2026):0.
What does the Rank Based Stability Index rely on to select genotypes?	the rank of interaction residuals	Climate change has a considerable influence on agricultural output, raising farmers’ production risk. the risk can be mitigated by selecting stable genotypes. In countries such as India, where significant proportions of farmers are smallholders or operate on marginal land, the minimization of risk is of paramount importance. Existing methods of stability measures often result in low-yielding varieties. there is a need to develop more effective stability strategy to solve this problem without reducing yield. In light of the preceding, the Rank Based Stability Index (RSI) has been proposed for choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield. Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.	627	factual	0.570	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	In light of the preceding, the Rank Based Stability Index (RSI) has been proposed for choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield.
What requirement must be fulfilled when using information from The Indian Journal of Agricultural Sciences?	proper credit is given to ICAR	This work is licensed under aCreative Commons Attribution-NonCommercial-ShareAlike 4. International License. The copyright of the articles published inThe Indian Journal of Agricultural Sciencesis vested with the Indian Council of Agricultural Research, which reserves the right to enter into any agreement with any organization in India or abroad, for reprography, photocopying, storage and dissemination of information. The Council has no objection to using the material, provided the information is not being utilized for commercial purposes and wherever the information is being used, proper credit is given to ICAR. Print ISSN:0019-5022Online ISSN:2394-3319NAAS Rating (2026):6.7WoS Impact Factor (June 2026):0. Indexedin Elsevier Scopus, Clarivate Analytics ESCI, DOAJ.Plagiarism checkby iThenticate.The work is licensed underAttribution-NonCommercial-NoDerivatives 4.	589	factual	0.570	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	The Council has no objection to using the material, provided the information is not being utilized for commercial purposes and wherever the information is being used, proper credit is given to ICAR.
What crop has RSI been notably demonstrated for in comparison to other methods?	groundnut (Arachis hypogaeaL.)	By evaluating genotype performance across multiple environments and seasons, RSI identifies cultivars with consistent yield performance, thus offering a valuable tool for enhancing crop resilience and ensuring food security. The effectiveness of the proposed RSI approach for selecting stable genotypes from groundnut (Arachis hypogaeaL.) data has been notably demonstrated in comparison to other methods. RSI emerges as a promising methodology for genotype selection in groundnut, offering a robust framework for mitigating the influence of climatic changes on crop yields. Afzal O, Hassan F U, Ahmed M, Shabbir G and Ahmed S. 2021. Determination of stable safflower genotypes in variable environments by parametric and non-parametric methods. Journal of Agriculture and Food Research 6: 100233. Becker H C and Leon J. 1988. Stability analysis in plant breeding.	308	factual	0.490	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	The effectiveness of the proposed RSI approach for selecting stable genotypes from groundnut (Arachis hypogaeaL.) data has been notably demonstrated in comparison to other methods.

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Preview

First 10 of 14 rows

Sample rows from A robust non-parametric stability measure to select stable genotypes | The Indian Journal of Agricultural Sciences - Question and Answer Dataset
question	answer	context	answer_start	question_type	knowledge_quality_score	source_document	source_quote	source_location	confidence	validation_status
What is the purpose of the Rank Based Stability Index?	choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield.	Climate change has a considerable influence on agricultural output, raising farmers’ production risk. the risk can be mitigated by selecting stable genotypes. In countries such as India, where significant proportions of farmers are smallholders or operate on marginal land, the minimization of risk is of paramount importance. Existing methods of stability measures often result in low-yielding varieties. there is a need to develop more effective stability strategy to solve this problem without reducing yield. In light of the preceding, the Rank Based Stability Index (RSI) has been proposed for choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield. Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.	599	definition	1.000	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	In light of the preceding, the Rank Based Stability Index (RSI) has been proposed for choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield. Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.	p[0]	0.700	valid
Why is risk reduction especially critical for farmers in India?	significant proportions of farmers are smallholders or operate on marginal land	Climate change has a considerable influence on agricultural output, raising farmers’ production risk. the risk can be mitigated by selecting stable genotypes. In countries such as India, where significant proportions of farmers are smallholders or operate on marginal land, the minimization of risk is of paramount importance. Existing methods of stability measures often result in low-yielding varieties. there is a need to develop more effective stability strategy to solve this problem without reducing yield. In light of the preceding, the Rank Based Stability Index (RSI) has been proposed for choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield. Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.	193	relationship	0.970	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	In countries such as India, where significant proportions of farmers are smallholders or operate on marginal land, the minimization of risk is of paramount importance.
What capability does the RSI approach show through statistical analyses?	its ability to discern stable genotypes resilient to environmental fluctuations.	Climate change has a considerable influence on agricultural output, raising farmers’ production risk. the risk can be mitigated by selecting stable genotypes. In countries such as India, where significant proportions of farmers are smallholders or operate on marginal land, the minimization of risk is of paramount importance. Existing methods of stability measures often result in low-yielding varieties. there is a need to develop more effective stability strategy to solve this problem without reducing yield. In light of the preceding, the Rank Based Stability Index (RSI) has been proposed for choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield. Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.	795	summary	0.970	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.
What capability does the RSI approach show through statistical analysis?	its ability to discern stable genotypes resilient to environmental fluctuations	Climate change has a considerable influence on agricultural output, raising farmers’ production risk. the risk can be mitigated by selecting stable genotypes. In countries such as India, where significant proportions of farmers are smallholders or operate on marginal land, the minimization of risk is of paramount importance. Existing methods of stability measures often result in low-yielding varieties. there is a need to develop more effective stability strategy to solve this problem without reducing yield. In light of the preceding, the Rank Based Stability Index (RSI) has been proposed for choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield. Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.	795	summary	0.970	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.
What issue is commonly caused by existing agricultural stability measures?	low-yielding varieties	Climate change has a considerable influence on agricultural output, raising farmers’ production risk. the risk can be mitigated by selecting stable genotypes. In countries such as India, where significant proportions of farmers are smallholders or operate on marginal land, the minimization of risk is of paramount importance. Existing methods of stability measures often result in low-yielding varieties. there is a need to develop more effective stability strategy to solve this problem without reducing yield. In light of the preceding, the Rank Based Stability Index (RSI) has been proposed for choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield. Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.	382	relationship	0.890	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	Existing methods of stability measures often result in low-yielding varieties.	p[0]	0.700
Which indexing services include The Indian Journal of Agricultural Sciences?	Elsevier Scopus, Clarivate Analytics ESCI, DOAJ	This work is licensed under aCreative Commons Attribution-NonCommercial-ShareAlike 4. International License. The copyright of the articles published inThe Indian Journal of Agricultural Sciencesis vested with the Indian Council of Agricultural Research, which reserves the right to enter into any agreement with any organization in India or abroad, for reprography, photocopying, storage and dissemination of information. The Council has no objection to using the material, provided the information is not being utilized for commercial purposes and wherever the information is being used, proper credit is given to ICAR. Print ISSN:0019-5022Online ISSN:2394-3319NAAS Rating (2026):6.7WoS Impact Factor (June 2026):0. Indexedin Elsevier Scopus, Clarivate Analytics ESCI, DOAJ.Plagiarism checkby iThenticate.The work is licensed underAttribution-NonCommercial-NoDerivatives 4.	727	list	0.820	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	Indexedin Elsevier Scopus, Clarivate Analytics ESCI, DOAJ.Plagiarism checkby iThenticate.The work is licensed underAttribution-NonCommercial-NoDerivatives 4.
What are the ISSN numbers associated with The Indian Journal of Agricultural Sciences?	Print ISSN:0019-5022Online ISSN:2394-3319	This work is licensed under aCreative Commons Attribution-NonCommercial-ShareAlike 4. International License. The copyright of the articles published inThe Indian Journal of Agricultural Sciencesis vested with the Indian Council of Agricultural Research, which reserves the right to enter into any agreement with any organization in India or abroad, for reprography, photocopying, storage and dissemination of information. The Council has no objection to using the material, provided the information is not being utilized for commercial purposes and wherever the information is being used, proper credit is given to ICAR. Print ISSN:0019-5022Online ISSN:2394-3319NAAS Rating (2026):6.7WoS Impact Factor (June 2026):0. Indexedin Elsevier Scopus, Clarivate Analytics ESCI, DOAJ.Plagiarism checkby iThenticate.The work is licensed underAttribution-NonCommercial-NoDerivatives 4.	621	list	0.740	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	The Council has no objection to using the material, provided the information is not being utilized for commercial purposes and wherever the information is being used, proper credit is given to ICAR. Print ISSN:0019-5022Online ISSN:2394-3319NAAS Rating (2026):6.7WoS Impact Factor (June 2026):0.
What does the Rank Based Stability Index rely on to select genotypes?	the rank of interaction residuals	Climate change has a considerable influence on agricultural output, raising farmers’ production risk. the risk can be mitigated by selecting stable genotypes. In countries such as India, where significant proportions of farmers are smallholders or operate on marginal land, the minimization of risk is of paramount importance. Existing methods of stability measures often result in low-yielding varieties. there is a need to develop more effective stability strategy to solve this problem without reducing yield. In light of the preceding, the Rank Based Stability Index (RSI) has been proposed for choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield. Through statistical analyses, the RSI approach demonstrates its ability to discern stable genotypes resilient to environmental fluctuations.	627	factual	0.570	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	In light of the preceding, the Rank Based Stability Index (RSI) has been proposed for choosing genotypes based on the rank of interaction residuals to mitigate the influence of climatic changes without compromising yield.
What requirement must be fulfilled when using information from The Indian Journal of Agricultural Sciences?	proper credit is given to ICAR	This work is licensed under aCreative Commons Attribution-NonCommercial-ShareAlike 4. International License. The copyright of the articles published inThe Indian Journal of Agricultural Sciencesis vested with the Indian Council of Agricultural Research, which reserves the right to enter into any agreement with any organization in India or abroad, for reprography, photocopying, storage and dissemination of information. The Council has no objection to using the material, provided the information is not being utilized for commercial purposes and wherever the information is being used, proper credit is given to ICAR. Print ISSN:0019-5022Online ISSN:2394-3319NAAS Rating (2026):6.7WoS Impact Factor (June 2026):0. Indexedin Elsevier Scopus, Clarivate Analytics ESCI, DOAJ.Plagiarism checkby iThenticate.The work is licensed underAttribution-NonCommercial-NoDerivatives 4.	589	factual	0.570	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	The Council has no objection to using the material, provided the information is not being utilized for commercial purposes and wherever the information is being used, proper credit is given to ICAR.
What crop has RSI been notably demonstrated for in comparison to other methods?	groundnut (Arachis hypogaeaL.)	By evaluating genotype performance across multiple environments and seasons, RSI identifies cultivars with consistent yield performance, thus offering a valuable tool for enhancing crop resilience and ensuring food security. The effectiveness of the proposed RSI approach for selecting stable genotypes from groundnut (Arachis hypogaeaL.) data has been notably demonstrated in comparison to other methods. RSI emerges as a promising methodology for genotype selection in groundnut, offering a robust framework for mitigating the influence of climatic changes on crop yields. Afzal O, Hassan F U, Ahmed M, Shabbir G and Ahmed S. 2021. Determination of stable safflower genotypes in variable environments by parametric and non-parametric methods. Journal of Agriculture and Food Research 6: 100233. Becker H C and Leon J. 1988. Stability analysis in plant breeding.	308	factual	0.490	https://epubs.icar.org.in/index.php/IJAgS/article/view/138170	The effectiveness of the proposed RSI approach for selecting stable genotypes from groundnut (Arachis hypogaeaL.) data has been notably demonstrated in comparison to other methods.

Read straight from the file — download or use the API URL for the full dataset.

A robust non-parametric stability measure to select stable genotypes | The Indian Journal of Agricultural Sciences - Question and Answer Dataset

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Dataset on Rank Based Stability Index and Agricultural Resilience

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