|
85097b12-855e-4726-a6f6-f97bec45a967
|
8684964a-bab1-4235-93a8-5fd5e24a1d0a
|
ookkxzjt-5980
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
Genomics in Sports
|
Genomics in Sports
|
/home/sid/tuning/finetune/backend/output/ookkxzjt- /home/sid/tuning/finetune/backend/output/ookkxzjt-5980/merged_fp16_hf...
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
xevyo-base-v1
|
you need to answer with
✔ command key points
✔ you need to answer with
✔ command key points
✔ extract topics
✔ generate questions
✔ create summaries
✔ build slides
✔ explain content simply
This is machine-friendly + human-friendly
4 Genomics in Sports
.
⭐ Universal Description for Easy Topic / Point / Question / Presentation Generation
Genomics in Sports introduces the fundamentals of genetics and genomics and explains how genomic data can be used to understand, analyze, and support sports performance, talent identification, training personalization, injury risk assessment, and decision-making in sports science.
The chapter begins by explaining basic genetic concepts such as DNA, genes, chromosomes, genotypes, phenotypes, and single nucleotide polymorphisms (SNPs). It describes how humans share most of their genetic code but differ at small genomic locations, and how these differences can influence physical traits relevant to sport, including muscle strength, endurance, metabolism, and cardiovascular efficiency.
The document explains the nature vs nurture debate and emphasizes that while training and environment are essential, genetic variation contributes to differences in athletic potential and injury susceptibility. It reviews well-known sports-related genes such as ACTN3, ACE, FTO, and PPARGC1A, describing how specific genetic variants are associated with sprint performance, endurance capacity, muscle composition, aerobic fitness, and body composition.
A major focus of the chapter is the process of genomic data analysis. It outlines the full workflow used in sports genomics, including DNA sequencing, quality control, read alignment to a reference genome, variant calling, and visualization. Tools such as FastQC, Bowtie2, Samtools, Freebayes, Varscan, and IGV are introduced to demonstrate how genetic differences are detected and validated.
The chapter also explains genome-wide association studies (GWAS), which test large populations to identify statistically significant links between genetic variants and athletic performance. It highlights that results across studies are mixed, showing that sports performance is polygenic and complex, and cannot be predicted by a single gene.
In addition, the document introduces pathway analysis, showing how genes interact within biological systems rather than acting alone. It explains how pathway databases help researchers understand muscle contraction, metabolism, and physiological adaptation.
Ethical issues are discussed, including genetic testing in sports, privacy concerns, talent identification risks, genetic discrimination, and gene doping. The chapter concludes that genomics is a powerful tool for sports science but must be used responsibly, alongside coaching expertise and ethical safeguards.
⭐ Optimized for Apps to Generate
📌 Topics
• Genetics and genomics basics
• DNA, genes, chromosomes, SNPs
• Genotype vs phenotype
• Sports performance genetics
• ACTN3, ACE, FTO, PPARGC1A genes
• Talent identification in sports
• Injury risk and genetics
• Genomic data analysis workflow
• Genome-wide association studies (GWAS)
• Pathway analysis
• Ethics of genetic testing in sports
📌 Key Points
• Athletic performance is influenced by many genes
• Genes interact with training and environment
• SNPs explain individual differences
• No single gene determines success
• Genomics supports personalized training and injury prevention
• Large population studies are required for validation
• Ethical use of genetic data is essential
📌 Quiz / Question Generation (Examples)
• What is a SNP and why is it important in sports genomics?
• How does ACTN3 influence sprint and endurance performance?
• Why are GWAS studies important in sports science?
• What are the main steps in genomic data analysis?
• What ethical risks exist in genetic testing for athletes?
📌 Easy Explanation (Beginner-Friendly)
Sports genomics studies how small differences in DNA affect strength, endurance, fitness, and injury risk. Genes do not decide success alone, but they influence how the body responds to training. Scientists analyze DNA data to improve training plans and reduce injuries, while using this information responsibly.
📌 Presentation-Friendly Summary
This chapter explains how genomics helps sports scientists understand athletic performance. It covers genetic basics, key performance-related genes, methods for analyzing DNA data, and large population studies. It also discusses ethical concerns and shows how genomics can support personalized training and better decision-making in sports.
after that ask
If you want next, I can generate:
✅ a full quiz (MCQs + short answers)
✅ a PowerPoint slide outline
✅ flashcards
✅ student-friendly notes
✅ exam questions
Just tell me 👍...
|
{"input_type": "file", "source {"input_type": "file", "source": "/home/sid/tuning/finetune/backend/output/ookkxzjt-5980/data/document.pdf", "num_examples": 117, "bad_lines": 0}...
|
/home/sid/tuning/finetune/backend/output/ookkxzjt- /home/sid/tuning/finetune/backend/output/ookkxzjt-5980/data/ookkxzjt-5980.json...
|
null
|
queued
|
1765651571
|
1765651828
|
NULL
|
/home/sid/tuning/finetune/backend/output/ookkxzjt- /home/sid/tuning/finetune/backend/output/ookkxzjt-5980/adapter...
|
False
|
Edit
Delete
|
|
99b60449-99a5-41b7-8d47-e779abbac2fa
|
8684964a-bab1-4235-93a8-5fd5e24a1d0a
|
admyarvx-4015
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
Sport and exercise
|
Sport and exercise genomics
|
/home/sid/tuning/finetune/backend/output/admyarvx- /home/sid/tuning/finetune/backend/output/admyarvx-4015/merged_fp16_hf...
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
xevyo-base-v1
|
you need to answer with
⭐ Universal Description you need to answer with
⭐ Universal Description Easy to Understand)
This document explains the current state of sport and exercise genomics, which is the study of how genetic information influences physical fitness, athletic performance, training response, injury risk, and health outcomes related to exercise. It focuses on how modern genomic technologies can support precision sports medicine, while also highlighting serious ethical, legal, and privacy concerns.
The report describes recent advances in DNA sequencing, genome-wide association studies (GWAS), big data, artificial intelligence, and gene-editing technologies such as CRISPR. These tools make it possible to study large numbers of genomes and explore why individuals respond differently to the same exercise or training program.
The document emphasizes that athletic performance and exercise response are complex and polygenic, meaning they are influenced by many genes working together with environmental factors such as training, nutrition, lifestyle, and recovery. No single gene can determine athletic success.
A major part of the paper is a SWOT analysis (Strengths, Weaknesses, Opportunities, Threats) of sport and exercise genomics:
Strengths include the potential for personalized training, injury prevention, and improved health screening.
Weaknesses include small study sizes, poor replication of results, and difficulty defining “elite athlete” biologically.
Opportunities include large biobanks, international research collaborations, and responsible partnerships with industry.
Threats include misuse of genetic tests, lack of scientific evidence in commercial genetic testing, privacy breaches, genetic discrimination, and the risk of gene doping.
The document strongly stresses the need for ethical guidelines, data protection, genetic counselling, and strict regulation. It provides a guiding reference for how genomic research in sport and exercise should be conducted responsibly to protect athletes’ rights, health, and privacy.
⭐ Optimized for Any App to Generate
📌 Topics
• Sport and exercise genomics
• Genetics and physical performance
• Exercise response variability
• Precision sports medicine
• GWAS and big data in sports
• Genetic screening and injury risk
• Ethics and privacy in genetic testing
• Gene editing and gene doping
• SWOT analysis in sports genomics
📌 Key Points
• Exercise response differs between individuals
• Genetics influences but does not determine performance
• Performance traits are polygenic
• Large datasets are needed for reliable results
• Ethical use of genetic data is essential
• Direct-to-consumer genetic tests are currently unreliable
• Gene doping is a future risk
📌 Quiz / Question Generation (Examples)
• What is sport and exercise genomics?
• Why can’t a single gene predict athletic performance?
• What are the main ethical risks of genetic testing in sport?
• What does SWOT analysis stand for in this context?
• Why is data protection important for athletes’ genetic data?
📌 Easy Explanation (Beginner Level)
Sport and exercise genomics studies how genes affect fitness, training results, and injury risk. People respond differently to exercise partly because of genetics. Scientists want to use this information to improve health and training, but it must be done carefully to protect privacy and prevent misuse.
📌 Presentation-Ready Summary
This consensus statement reviews advances in sport and exercise genomics and explains how genetics can help personalize training and improve athlete health. It highlights scientific limitations, ethical challenges, and the risks of misuse, especially gene doping and privacy violations. The document provides clear guidelines for responsible research and application.
after that in the end ask
If you want next, I can:
• create a full quiz
• make a PowerPoint slide outline
• generate MCQs with answers
• simplify it further for school or college level
• extract only topics or only points
Just tell me 👍...
|
{"input_type": "file", "source {"input_type": "file", "source": "/home/sid/tuning/finetune/backend/output/admyarvx-4015/data/document.pdf", "num_examples": 240, "bad_lines": 0}...
|
/home/sid/tuning/finetune/backend/output/admyarvx- /home/sid/tuning/finetune/backend/output/admyarvx-4015/data/admyarvx-4015.json...
|
null
|
queued
|
1765651968
|
1765652347
|
NULL
|
/home/sid/tuning/finetune/backend/output/admyarvx- /home/sid/tuning/finetune/backend/output/admyarvx-4015/adapter...
|
False
|
Edit
Delete
|
|
8ad677b5-41f6-4c1d-a899-dcd412b6038c
|
8684964a-bab1-4235-93a8-5fd5e24a1d0a
|
madqnfdt-2487
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
Perspectives in Sports
|
Perspectives in Sports Genomics
|
/home/sid/tuning/finetune/backend/output/madqnfdt- /home/sid/tuning/finetune/backend/output/madqnfdt-2487/merged_fp16_hf...
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
xevyo-base-v1
|
Perspectives in Sports Genomics ,
you need to an Perspectives in Sports Genomics ,
you need to answer
✔ command points
✔ extract topics
✔ create questions
✔ generate summaries
✔ build presentations
✔ explain concepts simply
⭐ Universal Description for Easy Topic / Point / Question / Presentation Generation
Perspectives in Sports Genomics is an academic review that explains how genetic variation influences athletic performance, physical fitness, training adaptation, injury risk, and recovery. The document presents sports genomics as a developing scientific field that combines genetics, exercise physiology, sports science, and medicine to better understand why individuals respond differently to training and competition.
The paper explains that athletic performance is polygenic, meaning it is influenced by many genes, each with small effects, rather than a single “performance gene.” It discusses well-known genetic variants associated with strength, endurance, muscle fiber type, metabolism, cardiovascular capacity, and connective tissue integrity. The document emphasizes that genes interact with environment, including training load, nutrition, lifestyle, coaching, and psychological factors.
The review introduces key genomic approaches such as candidate gene studies, genome-wide association studies (GWAS), and emerging omics technologies (epigenetics, transcriptomics, proteomics, metabolomics). These tools help researchers understand how the body adapts at the molecular level to exercise, training, fatigue, and recovery.
Practical applications discussed include personalized training programs, injury risk assessment, talent identification, and exercise prescription for health. However, the paper strongly cautions that current genetic knowledge is not sufficient to predict elite performance, and that misuse of genetic testing—especially in youth sports—poses ethical risks.
The document also addresses ethical, legal, and social issues, including genetic privacy, informed consent, data misuse, genetic discrimination, and the threat of gene doping. It concludes that sports genomics has significant potential but must be applied responsibly, supported by strong evidence, and guided by ethical standards.
⭐ Optimized for Any App to Generate
📌 Topics
• Sports genomics definition
• Genetics and athletic performance
• Polygenic traits in sport
• Gene–environment interaction
• Strength and endurance genetics
• Injury susceptibility and genetics
• Training adaptation and genomics
• Omics technologies in sports science
• Ethical issues in sports genetics
• Gene doping and regulation
📌 Key Points
• Athletic performance is influenced by many genes
• Genetics affects training response, not destiny
• Environment and coaching remain essential
• Genomic technologies improve understanding of adaptation
• Current genetic tests cannot predict elite success
• Ethical use and data protection are critical
📌 Quiz / Question Generation (Examples)
• What is sports genomics?
• Why is athletic performance considered polygenic?
• How do genes and environment interact in sport?
• What are GWAS studies used for?
• What ethical risks exist in genetic testing of athletes?
📌 Easy Explanation (Beginner-Friendly)
Sports genomics studies how small differences in DNA affect strength, endurance, fitness, and injury risk. Genes help explain why people respond differently to training, but they do not decide success alone. Training, nutrition, and environment are just as important.
📌 Presentation-Ready Summary
This paper reviews how genetics contributes to athletic performance and training adaptation. It explains key genetic concepts, modern research tools, and practical uses in sports science. It also highlights ethical challenges and warns against misuse of genetic testing, especially for talent selection.
after that ask
If you want next, I can:
✅ create a full quiz
✅ make a PowerPoint slide outline
✅ extract only topics
✅ extract only key points
✅ simplify it further for school-level use
Just tell me 👍...
|
{"input_type": "file", "source {"input_type": "file", "source": "/home/sid/tuning/finetune/backend/output/madqnfdt-2487/data/document.pdf", "num_examples": 147, "bad_lines": 0}...
|
/home/sid/tuning/finetune/backend/output/madqnfdt- /home/sid/tuning/finetune/backend/output/madqnfdt-2487/data/madqnfdt-2487.json...
|
null
|
queued
|
1765652386
|
1765653859
|
NULL
|
/home/sid/tuning/finetune/backend/output/madqnfdt- /home/sid/tuning/finetune/backend/output/madqnfdt-2487/adapter...
|
False
|
Edit
Delete
|
|
febdfaa7-34cb-4402-b17c-3bb3c7527ff9
|
8684964a-bab1-4235-93a8-5fd5e24a1d0a
|
iqkwbrwj-9310
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
Genes and Athletic
|
Genes and Athletic Performance
|
/home/sid/tuning/finetune/backend/output/iqkwbrwj- /home/sid/tuning/finetune/backend/output/iqkwbrwj-9310/merged_fp16_hf...
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
xevyo-base-v1
|
you need to answer with
✔ command points
✔ extr you need to answer with
✔ command points
✔ extract topics
✔ create questions
✔ generate summaries
✔ make presentations
✔ explain concepts simply
⭐ Universal Description for Easy Topic / Point / Question / Presentation
Genes and Athletic Performance explains how genetic differences influence physical abilities related to sport, such as strength, endurance, speed, power, aerobic capacity, muscle composition, and injury risk. The document presents genetics as one of several factors that shape athletic performance, alongside training, environment, nutrition, and psychology.
The paper discusses how specific genes and genetic variants affect muscle fiber type, oxygen delivery, energy metabolism, cardiovascular efficiency, and connective tissue strength. It explains that athletic traits are polygenic, meaning many genes contribute small effects rather than one gene determining success. Examples include genes linked to sprinting ability, endurance performance, and susceptibility to muscle or tendon injuries.
The document highlights the importance of gene–environment interaction, showing that training can amplify or reduce genetic advantages. It explains that even individuals without “favorable” genetic variants can reach high performance levels through appropriate training and conditioning.
Research methods such as candidate gene studies, family studies, and association studies are described to show how scientists identify links between genes and performance traits. The paper also emphasizes the limitations of genetic prediction, noting that genetic testing cannot reliably identify future elite athletes.
Ethical issues are addressed, including genetic testing in sport, misuse of genetic information, discrimination, privacy concerns, and the potential for gene doping. The document concludes that genetics can help improve understanding of performance and injury prevention but should be used responsibly and as a complement to coaching and training—not a replacement.
⭐ Optimized for Any App to Generate
📌 Topics
• Genetics and athletic performance
• Polygenic traits in sport
• Muscle strength and power genes
• Endurance and aerobic capacity genetics
• Gene–environment interaction
• Injury risk and genetics
• Training adaptation and DNA
• Talent identification limits
• Ethics of genetic testing in sport
• Gene doping concerns
📌 Key Points
• Athletic performance is influenced by many genes
• No single gene determines success
• Genetics interacts with training and environment
• Genes affect muscle, metabolism, and endurance
• Genetic testing has limited predictive power
• Ethical safeguards are essential
📌 Quiz / Question Generation (Examples)
• What does polygenic mean in athletic performance?
• How do genes influence endurance and strength?
• Why can’t genetics alone predict elite athletes?
• What is gene–environment interaction?
• What ethical concerns exist in sports genetics?
📌 Easy Explanation (Beginner-Friendly)
Genes affect how strong, fast, or endurance-based a person might be, but they do not decide success on their own. Training, effort, nutrition, and coaching matter just as much. Sports genetics helps explain differences between people, but it must be used carefully and fairly.
📌 Presentation-Ready Summary
This document explains how genetics contributes to athletic performance and physical abilities. It covers how multiple genes influence strength, endurance, and injury risk, and why genetics cannot replace training and coaching. It also highlights ethical concerns and warns against misuse of genetic testing.
in the end ask
If you want next, I can:
✅ generate a full quiz
✅ create a PowerPoint slide outline
✅ extract only topics
✅ extract only key points
✅ simplify it for school-level learning
Just tell me 👍...
|
{"input_type": "file", "source {"input_type": "file", "source": "/home/sid/tuning/finetune/backend/output/iqkwbrwj-9310/data/document.pdf", "num_examples": 432, "bad_lines": 0}...
|
/home/sid/tuning/finetune/backend/output/iqkwbrwj- /home/sid/tuning/finetune/backend/output/iqkwbrwj-9310/data/iqkwbrwj-9310.json...
|
null
|
queued
|
1765652763
|
1765656149
|
NULL
|
/home/sid/tuning/finetune/backend/output/iqkwbrwj- /home/sid/tuning/finetune/backend/output/iqkwbrwj-9310/adapter...
|
False
|
Edit
Delete
|
|
2c097a57-b4db-452b-8ebb-995eb711d0c5
|
8684964a-bab1-4235-93a8-5fd5e24a1d0a
|
kkcvpjca-8920
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
Genetics and athletics
|
Genetics and athletics
|
/home/sid/tuning/finetune/backend/output/kkcvpjca- /home/sid/tuning/finetune/backend/output/kkcvpjca-8920/merged_fp16_hf...
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
xevyo-base-v1
|
Athletic performance is influenced by both genetic Athletic performance is influenced by both genetics and environment. Research shows genetics may explain about 50% of performance differences, but this field has strengths, weaknesses, opportunities, and threats that must be carefully managed
9 Genetic and athletic performance
.
Key Concepts Explained Simply
1. Genetics and Performance
Genes affect traits like strength, endurance, speed, recovery, and injury risk
Athletic performance is not controlled by one gene, but by many genes together
Environment (training, diet, lifestyle) also plays a major role
Gene expression can change due to environment (epigenetics)
2. Example: ACTN3 Gene
ACTN3 helps produce powerful muscle contractions
People with the R allele tend to perform better in power/strength sports
People without the protein (XX genotype) tend to perform better in endurance sports
This does not guarantee success, only increases likelihood
3. Precision Exercise (Personalized Training)
Uses genetic information to tailor training programs
Avoids “one-size-fits-all” training
Can help with:
Training response
Recovery planning
Injury prevention
Talent identification using genes alone is not reliable
SWOT STRUCTURE (Main Framework)
Strengths
Advanced genetic technologies (sequencing, AI, machine learning)
Strong scientific evidence that genetics influences performance
Rapid growth of sports genetics research
International research collaborations and guidelines
Genetic testing is becoming more accepted and accessible
Weaknesses
Many studies have small sample sizes
Athletic traits are very complex and polygenic
Results often lack consistency and generalizability
High cost of genetic research
Genotype scores currently have weak predictive power
Bias in published research
Genetic association does not prove causation
Opportunities
Precision exercise and personalized training
Multi-omics research (genomics, proteomics, metabolomics)
Large multicenter studies with better data
Health screening and injury prevention
Anti-doping detection methods
Commercial applications (with regulation)
Threats
Ethical concerns (privacy, consent, discrimination)
Misleading direct-to-consumer genetic testing companies
Gene doping and genetic manipulation
Lack of regulation and global guidelines
Ethical Issues (Very Important Topic)
Athletes must give informed consent
Privacy and data protection risks
Genetic data may affect insurance, jobs, or mental health
Testing children raises serious ethical concerns
Gene editing for performance is banned
Final Takeaway (One-Line Summary)
Genetics can support athletic performance and health through personalized training, but current scientific, ethical, and practical limitations mean it must be used carefully and responsibly
9 Genetic and athletic performa…
.in the end you have to ask
If you want, I can now:
Create a quiz (MCQs / short answers)
Convert this into presentation slides
Make topic-wise notes
Generate exam questions
Rewrite it in very basic student language
Just tell me what you want next....
|
{"input_type": "file", "source {"input_type": "file", "source": "/home/sid/tuning/finetune/backend/output/kkcvpjca-8920/data/document.pdf", "num_examples": 278, "bad_lines": 0}...
|
/home/sid/tuning/finetune/backend/output/kkcvpjca- /home/sid/tuning/finetune/backend/output/kkcvpjca-8920/data/kkcvpjca-8920.json...
|
null
|
queued
|
1765653120
|
1765655827
|
NULL
|
/home/sid/tuning/finetune/backend/output/kkcvpjca- /home/sid/tuning/finetune/backend/output/kkcvpjca-8920/adapter...
|
False
|
Edit
Delete
|
|
8d33df8f-073c-40f2-b556-1fe9b7531c38
|
8684964a-bab1-4235-93a8-5fd5e24a1d0a
|
enwnmsrg-5988
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
Ethical Aspects of Human
|
Ethical Aspects of Human Genome Research in Sport
|
/home/sid/tuning/finetune/backend/output/enwnmsrg- /home/sid/tuning/finetune/backend/output/enwnmsrg-5988/merged_fp16_hf...
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
xevyo-base-v1
|
“Ethical Aspects of Human Genome Research in Sport “Ethical Aspects of Human Genome Research in Sports”
you need to answer with
extract points
generate topics
create questions
build slides
make summaries
explain content in easy language
This is app-ready and human-friendly.
📘 Universal Description (App-Friendly & Easy Explanation)
Ethical Aspects of Human Genome Research in Sports is a review article that explains the ethical, legal, and human rights issues related to using genetic research and genetic technologies in sports. It focuses on how genetics can affect athletic performance, talent identification, training, injury prevention, and performance enhancement, while also raising serious ethical concerns.
The document explains that genetics plays a role in athletic ability, but athletic success depends on many factors, including training, environment, effort, and opportunity. It emphasizes that no single gene can determine whether someone will become a successful athlete.
The paper discusses genetic testing in sports, including its possible benefits (personalized training, injury prevention, nutrition planning) and its limitations (low predictive accuracy, risk of misuse, and lack of scientific certainty for talent selection).
A major focus of the document is ethics. It highlights risks such as:
genetic discrimination
loss of privacy
pressure on athletes to undergo testing
unfair advantages in competition
creation of a “genetic underclass” of athletes
The article strongly addresses gene doping, which means using genetic technologies to enhance performance rather than treat disease. It explains why gene doping is banned by the World Anti-Doping Agency (WADA) and how it threatens fairness, athlete health, and the integrity of sport.
The document also explains human rights and legal frameworks, especially in Europe. It refers to international agreements such as:
the Universal Declaration on the Human Genome and Human Rights
the Oviedo Convention (Human Rights and Biomedicine)
These frameworks protect human dignity, prohibit genetic discrimination, and restrict genetic modification for non-medical purposes.
Another key theme is informed consent and data protection. Athletes must voluntarily agree to genetic testing, understand risks and benefits, and have their genetic data kept private. The document warns about risks from direct-to-consumer genetic testing companies, including misuse of data and lack of proper counseling.
The paper concludes that while genetic research has potential benefits for health and training, it should not be used to select talent or enhance performance. Ethical oversight, strong laws, and international cooperation are essential to protect athletes and preserve fair competition.
🔑 Main Topics (Easy for Apps to Extract)
Sports genomics
Genetics and athletic performance
Ethical issues in sports genetics
Genetic testing in athletes
Gene doping
Fair play and equality in sports
Human rights and genetics
Privacy and genetic data protection
Legal regulation of genome research
Direct-to-consumer genetic testing
📌 Key Points (Presentation / Notes Friendly)
Athletic performance is influenced by genetics and environment
No single gene determines sports success
Genetic testing has limited predictive value
Gene doping is banned and unethical
Privacy and informed consent are essential
Genetic discrimination must be prevented
Ethics must guide genetic research in sports
🧠 One-Line Summary (Perfect for Quizzes & Slides)
Genetic research in sports offers potential health and training benefits but raises serious ethical, legal, and human rights concerns that require strict regulation and responsible use.
in the end you have to ask
If you want next, I can:
✔️ Create MCQ quizzes
✔️ Turn this into PowerPoint slides
✔️ Write very simple student notes
✔️ Generate exam questions
✔️ Make flashcards
Just tell me what you want next 👍...
|
{"input_type": "file", "source {"input_type": "file", "source": "/home/sid/tuning/finetune/backend/output/enwnmsrg-5988/data/document.pdf", "num_examples": 278, "bad_lines": 0}...
|
/home/sid/tuning/finetune/backend/output/enwnmsrg- /home/sid/tuning/finetune/backend/output/enwnmsrg-5988/data/enwnmsrg-5988.json...
|
null
|
queued
|
1765653766
|
1765656206
|
NULL
|
/home/sid/tuning/finetune/backend/output/enwnmsrg- /home/sid/tuning/finetune/backend/output/enwnmsrg-5988/adapter...
|
False
|
Edit
Delete
|
|
bde12e49-0e15-4723-b1fb-e5cd1687390f
|
8684964a-bab1-4235-93a8-5fd5e24a1d0a
|
uqznmvbx-2088
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
Clinical Journal of Sport
|
Clinical Journal of Sport Medicine
|
/home/sid/tuning/finetune/backend/output/uqznmvbx- /home/sid/tuning/finetune/backend/output/uqznmvbx-2088/merged_fp16_hf...
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
xevyo-base-v1
|
you nee to answer with
extract points
ident you nee to answer with
extract points
identify topics
create questions
generate slides
explain ideas in simple language
11 Clinical Journal of Sport Me…
📘 Universal App-Ready Description
This article reviews the current state of exercise genomics, a scientific field that studies how genetic differences interact with exercise and the environment to influence physical fitness, training adaptation, athletic performance, injury risk, and health outcomes.
The paper explains that responses to exercise and athletic performance are complex and polygenic, meaning they are influenced by many genes, each with small effects, rather than a single gene. Classic research such as the HERITAGE Family Study helped establish that exercise responses like VO₂max improvement are partly heritable, but not fully predictable by genetics alone.
Early research focused on candidate genes such as ACE and ACTN3, which are associated with endurance and power traits. However, the article explains that this approach was limited. Modern research now uses large-scale genomic technologies such as:
genome-wide association studies (GWAS)
biobanks (e.g., UK Biobank)
international research consortia (e.g., Athlome Project)
These studies show that exercise traits are influenced by thousands of genetic variants with very small effects, making prediction difficult.
The article emphasizes the importance of moving beyond the genome alone and integrating multiple biological layers, known as “omics”, including:
epigenomics (gene regulation)
transcriptomics (gene expression)
proteomics (proteins)
metabolomics (metabolic processes)
This multi-omics approach provides a more complete understanding of how the body adapts to exercise.
The authors stress major scientific challenges, including:
small sample sizes
lack of replication
false positive findings
weak causal evidence
They strongly warn against direct-to-consumer genetic testing that claims to predict athletic talent or prescribe training programs without strong scientific evidence.
The article also discusses ethical and practical concerns, such as data privacy, misuse of genetic information, and the risk of gene doping. It highlights the need for ethical guidelines, secure data management (including technologies like blockchain), and international collaboration.
The conclusion emphasizes that genetics should not be used for talent identification, but rather to:
improve athlete health
reduce injury risk
enhance recovery
support public health through personalized exercise approaches
📌 Main Topics (Easy for Apps to Extract)
Exercise genomics
Genetics and exercise adaptation
Polygenic traits in sport
Candidate genes vs GWAS
Multi-omics integration
Gene–environment interaction
Injury risk and genetics
Ethical issues in sports genomics
Direct-to-consumer genetic testing
Gene doping detection
🔑 Key Points (Notes / Slides Friendly)
Exercise response is partly genetic but highly complex
No single gene predicts performance
Large datasets and collaboration are essential
Multi-omics gives deeper biological insight
Many past findings lack replication
Consumer genetic tests are scientifically weak
Ethics and data protection are critical
🧠 Easy Explanation (Beginner Level)
People respond differently to exercise partly because of genetics, but performance depends on many genes plus training, diet, and lifestyle. Modern science now studies genes together with how they are regulated and expressed. Genetics should help improve health and recovery—not decide who becomes an athlete.
🎯 One-Line Summary (Perfect for Quizzes & Slides)
Exercise genomics studies how genes and environment work together to influence fitness and performance, but its main value lies in improving health and safety—not predicting athletic talent.
in the end you need to ask
If you want next, I can:
✅ create a quiz (MCQs / short answers)
✅ turn this into presentation slides
✅ simplify it further for school-level study
✅ extract only topics or only key points
Just tell me 👍...
|
{"input_type": "file", "source {"input_type": "file", "source": "/home/sid/tuning/finetune/backend/output/uqznmvbx-2088/data/document.pdf", "num_examples": 31, "bad_lines": 0}...
|
/home/sid/tuning/finetune/backend/output/uqznmvbx- /home/sid/tuning/finetune/backend/output/uqznmvbx-2088/data/uqznmvbx-2088.json...
|
null
|
queued
|
1765654175
|
1765654808
|
NULL
|
/home/sid/tuning/finetune/backend/output/uqznmvbx- /home/sid/tuning/finetune/backend/output/uqznmvbx-2088/adapter...
|
False
|
Edit
Delete
|
|
cef34955-83b4-4b9b-9451-0b3c230e442f
|
8684964a-bab1-4235-93a8-5fd5e24a1d0a
|
ojyefeot-7021
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
Genetics of Performance
|
Genetics of Performance and Injury: Considerations
|
/home/sid/tuning/finetune/backend/output/ojyefeot- /home/sid/tuning/finetune/backend/output/ojyefeot-7021/merged_fp16_hf...
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
xevyo-base-v1
|
Genetics of Performance and Injury
you need to Genetics of Performance and Injury
you need to answer with
✔ command key points
✔ extract topics
✔ create questions
✔ generate summaries
✔ build presentations
✔ explain content simply
12 Genetics of Performance and …
📘 Universal Description (Easy Explanation + App Friendly)
Genetics of Performance and Injury explains how genetic variation influences athletic performance and susceptibility to sports-related injuries. The document focuses on understanding why some individuals perform better, recover faster, or experience fewer injuries than others, even when training and environment are similar.
The paper explains that both performance traits and injury risk are polygenic, meaning they are influenced by many genes, each contributing a small effect. These genetic factors interact with training load, biomechanics, nutrition, recovery, and environment, so genetics alone does not determine success or failure in sport.
The document reviews genes associated with:
Muscle strength and power
Endurance and aerobic capacity
Tendon and ligament structure
Bone density
Inflammation and tissue repair
It explains how genetic variants can influence the structure and function of muscles, tendons, ligaments, and connective tissue, which may increase or reduce the risk of injuries such as muscle strains, tendon injuries, stress fractures, and ligament tears.
A key theme is injury prevention. The document discusses how genetic information may help identify individuals at higher injury risk, allowing for:
personalized training loads
modified recovery strategies
targeted strength and conditioning programs
However, the paper strongly emphasizes that genetic testing cannot predict injuries with certainty and should only be used as a supportive tool, not a decision-making authority.
The document also highlights limitations in current research, including small sample sizes, inconsistent findings, and lack of replication. It warns against overinterpretation of genetic results, especially in commercial genetic testing.
Ethical considerations are discussed, including:
privacy of genetic data
informed consent
risk of discrimination
misuse of genetic information in athlete selection
The conclusion stresses that genetics should be used to improve athlete health, safety, and longevity, not to exclude or label athletes.
📌 Main Topics (Easy for Apps to Extract)
Genetics and athletic performance
Genetics of sports injuries
Polygenic traits in sport
Muscle strength and endurance genes
Tendon, ligament, and bone genetics
Injury susceptibility
Training load and recovery
Personalized injury prevention
Limitations of genetic testing
Ethics and data protection
🔑 Key Points (Perfect for Notes & Slides)
Performance and injury risk are influenced by many genes
Genes interact with training and environment
Genetics can support injury prevention strategies
Genetic testing cannot reliably predict injuries
Research findings are still limited
Ethical use and privacy protection are essential
🧠 Easy Explanation (Beginner Level)
Some people get injured more easily or recover faster partly because of genetics. Genes affect muscles, tendons, and bones, but training and recovery matter just as much. Genetic information can help reduce injury risk, but it cannot guarantee injury prevention.
🎯 One-Line Summary (Great for Quizzes & Presentations)
Genetics influences both athletic performance and injury risk, but it should be used carefully to support training and athlete health—not to predict success or failure.
in the end you have to ask
If you want next, I can:
✅ create a quiz (MCQs / short answers)
✅ turn this into presentation slides
✅ extract only topics or only key points
✅ rewrite it for school-level understanding
Just tell me 👍...
|
{"input_type": "file", "source {"input_type": "file", "source": "/home/sid/tuning/finetune/backend/output/ojyefeot-7021/data/document.pdf", "num_examples": 157, "bad_lines": 0}...
|
/home/sid/tuning/finetune/backend/output/ojyefeot- /home/sid/tuning/finetune/backend/output/ojyefeot-7021/data/ojyefeot-7021.json...
|
null
|
queued
|
1765656208
|
1765656786
|
NULL
|
/home/sid/tuning/finetune/backend/output/ojyefeot- /home/sid/tuning/finetune/backend/output/ojyefeot-7021/adapter...
|
False
|
Edit
Delete
|
|
355f9df9-ac43-4066-8b61-d593a9bb43d8
|
8684964a-bab1-4235-93a8-5fd5e24a1d0a
|
cozyumrc-5783
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
Sports genomics:
|
Current state of knowledge
|
/home/sid/tuning/finetune/backend/output/cozyumrc- /home/sid/tuning/finetune/backend/output/cozyumrc-5783/merged_fp16_hf...
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
xevyo-base-v1
|
Sports Genomics: Current State of Knowledge and Fu Sports Genomics: Current State of Knowledge and Future Directions
you need to answer with
✔ command key points
✔ extract topics
✔ create questions
✔ generate summaries
✔ build presentations
✔ explain ideas in simple language
📘 Universal Description (Easy + App-Friendly)
Sports Genomics: Current State of Knowledge and Future Directions reviews what scientists currently know about how genetic variation influences athletic performance, physical fitness, training response, injury risk, and recovery, and explains where this field is heading in the future.
The document explains that athletic performance is complex and polygenic, meaning it is influenced by many genes, each with small effects, combined with training, environment, nutrition, psychology, and lifestyle. No single gene can determine whether a person will become an elite athlete.
The paper summarizes evidence linking genetics to traits such as:
endurance and aerobic capacity
muscle strength and power
speed and explosive performance
injury susceptibility
recovery and adaptation to training
It explains early approaches such as candidate gene studies (e.g., ACTN3, ACE) and highlights their limitations. The paper then discusses more advanced methods like genome-wide association studies (GWAS), which analyze thousands of genetic variants across large populations to better understand performance traits.
A major focus is the shift toward integrative “omics” approaches, including:
epigenetics (gene regulation)
transcriptomics (gene expression)
proteomics (proteins)
metabolomics (metabolic responses)
These approaches help explain how the body responds dynamically to exercise and training, rather than relying only on static DNA information.
The document also discusses practical applications, such as:
personalized training programs
injury prevention strategies
improved recovery planning
exercise prescription for health
However, it strongly warns that current genetic knowledge cannot accurately predict elite performance or talent, and that genetic testing should not be used for athlete selection—especially in children.
Ethical, legal, and social issues are emphasized, including:
genetic privacy and data protection
informed consent
misuse of genetic tests
genetic discrimination
gene doping
The paper concludes that the future of sports genomics lies in large collaborative studies, multi-omics integration, ethical regulation, and responsible application, with the primary goal of improving athlete health, safety, and long-term performance, not replacing coaching or talent development.
📌 Main Topics (Easy for Apps to Extract)
Sports genomics overview
Genetics and athletic performance
Polygenic traits in sport
Candidate genes vs GWAS
Multi-omics approaches
Gene–environment interaction
Training adaptation and recovery
Injury risk and genetics
Ethical issues in sports genomics
Future directions in sports science
🔑 Key Points (Notes / Slides Friendly)
Athletic performance is influenced by many genes
Genetics interacts with training and environment
Early gene studies had limited predictive value
GWAS and omics provide broader insight
Genetics cannot predict elite success
Ethical use of genetic data is essential
Future research requires large datasets
🧠 Easy Explanation (Beginner Level)
People perform differently in sports partly because of genetics, but training, diet, and environment matter just as much. Many genes work together, so no DNA test can choose future champions. Modern science now studies how genes change and respond to exercise to improve health and performance safely.
🎯 One-Line Summary (Perfect for Quizzes & Slides)
Sports genomics studies how genes and environment together influence performance and health, with future progress depending on big data, multi-omics research, and ethical use.
in the end you have to ask
If you want next, I can:
✅ create a full quiz
✅ make a PowerPoint slide outline
✅ extract only topics or only key points
✅ rewrite it in very simple student language...
|
{"input_type": "file", "source {"input_type": "file", "source": "/home/sid/tuning/finetune/backend/output/cozyumrc-5783/data/document.pdf", "num_examples": 740, "bad_lines": 0}...
|
/home/sid/tuning/finetune/backend/output/cozyumrc- /home/sid/tuning/finetune/backend/output/cozyumrc-5783/data/cozyumrc-5783.json...
|
null
|
queued
|
1765656944
|
1765660012
|
NULL
|
/home/sid/tuning/finetune/backend/output/cozyumrc- /home/sid/tuning/finetune/backend/output/cozyumrc-5783/adapter...
|
False
|
Edit
Delete
|
|
7f2f6e8d-2611-42ae-afc9-cd563196c1eb
|
8684964a-bab1-4235-93a8-5fd5e24a1d0a
|
tttygrnw-2748
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
Indications and utility
|
Indications and utility of cardiac genetic testing
|
/home/sid/tuning/finetune/backend/output/tttygrnw- /home/sid/tuning/finetune/backend/output/tttygrnw-2748/merged_fp16_hf...
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
xevyo-base-v1
|
Indications and Utility of Cardiac Genetic Testing Indications and Utility of Cardiac Genetic Testing in Athletes
you need to answer all question with
✔ command points
✔ extract topics
✔ create questions
✔ generate summaries
✔ build presentations
✔ explain concepts simply
📘 Universal Description (Easy + App-Friendly)
Indications and Utility of Cardiac Genetic Testing in Athletes explains how genetic testing is used in sports cardiology to identify inherited heart conditions that may increase the risk of sudden cardiac death (SCD) in athletes. The document focuses on when genetic testing is appropriate, how it is interpreted, and how it supports clinical decision-making in athletes.
The paper explains that intense physical activity can trigger life-threatening events in individuals with underlying inherited cardiac disorders, even if they appear healthy. These conditions include:
hypertrophic cardiomyopathy (HCM)
arrhythmogenic cardiomyopathy (ACM/ARVC)
long QT syndrome
Brugada syndrome
catecholaminergic polymorphic ventricular tachycardia (CPVT)
The document explains that cardiac genetic testing does not replace clinical evaluation, but complements tools such as:
family history
physical examination
ECG
echocardiography
cardiac MRI
Genetic testing is most useful when:
an athlete has unexplained cardiac symptoms
abnormal cardiac test results are present
there is a family history of sudden death or inherited heart disease
a specific inherited cardiomyopathy or channelopathy is suspected
The paper explains how genetic testing helps:
confirm or clarify a diagnosis
identify at-risk family members
guide monitoring and treatment decisions
support safe return-to-play decisions
It also emphasizes the limitations of genetic testing, including:
variants of uncertain significance (VUS)
incomplete gene–disease understanding
psychological impact on athletes
risk of misinterpretation
A major focus of the document is ethical and counseling considerations. It stresses the importance of:
informed consent
pre- and post-test genetic counseling
data privacy and confidentiality
avoiding unnecessary restriction from sport
The paper concludes that cardiac genetic testing should be used selectively and responsibly, led by experienced clinicians, with the primary goal of protecting athlete health while avoiding overdiagnosis and discrimination.
📌 Main Topics (Easy for Apps to Extract)
Sports cardiology
Sudden cardiac death in athletes
Inherited cardiac diseases
Cardiac genetic testing
Cardiomyopathies and channelopathies
Indications for genetic testing
Family screening
Return-to-play decisions
Genetic counseling
Ethical and psychological considerations
🔑 Key Points (Notes / Slides Friendly)
Some heart diseases are inherited and silent
Exercise can trigger cardiac events in at-risk athletes
Genetic testing supports diagnosis, not screening alone
Testing is useful only in selected clinical situations
Results must be interpreted by specialists
Counseling and consent are essential
Goal is athlete safety, not exclusion
🧠 Easy Explanation (Beginner Level)
Some athletes have hidden genetic heart conditions that can cause serious problems during intense exercise. Genetic testing helps doctors find these conditions when there are warning signs. It helps protect athletes and their families, but it must be used carefully and with expert guidance.
🎯 One-Line Summary (Perfect for Quizzes & Presentations)
Cardiac genetic testing helps identify inherited heart conditions in athletes to reduce sudden death risk, but it must be used carefully alongside clinical evaluation and counselling.
in the end you have to ask
If you want next, I can:
✅ create a quiz (MCQs / short answers)
✅ turn this into presentation slides
✅ extract only topics or only key points
✅ simplify it further for school-level or non-medical audiences
Just tell me 👍...
|
{"input_type": "file", "source {"input_type": "file", "source": "/home/sid/tuning/finetune/backend/output/tttygrnw-2748/data/document.pdf", "num_examples": 229, "bad_lines": 0}...
|
/home/sid/tuning/finetune/backend/output/tttygrnw- /home/sid/tuning/finetune/backend/output/tttygrnw-2748/data/tttygrnw-2748.json...
|
null
|
queued
|
1765657814
|
1765659269
|
NULL
|
/home/sid/tuning/finetune/backend/output/tttygrnw- /home/sid/tuning/finetune/backend/output/tttygrnw-2748/adapter...
|
False
|
Edit
Delete
|
|
a042fd4f-9245-4336-9179-e42708c2ff56
|
8684964a-bab1-4235-93a8-5fd5e24a1d0a
|
ojgjneam-2906
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
Talent inclusion and gene
|
Talent inclusion and genetic testing in sport
|
/home/sid/tuning/finetune/backend/output/ojgjneam- /home/sid/tuning/finetune/backend/output/ojgjneam-2906/merged_fp16_hf...
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
xevyo-base-v1
|
“Talent inclusion and genetic testing in sport: A “Talent inclusion and genetic testing in sport: A practitioner’s guide”,
you can easily turn it into topics, key points, quizzes, presentations, or questions
you need to answer of all question with
15 Talent inclusion and genetic…
1. Purpose of the Paper
To explain why genetic testing should not currently be used for talent identification or selection in sport
To acknowledge that genetic testing is already being used in practice
To provide ethical guidelines and best practices for practitioners if genetic testing is implemented
To promote talent inclusion rather than exclusion
2. Core Message
Current scientific evidence does not support genetic testing for:
Talent identification
Talent selection
Performance prediction
Injury prediction
Athletic performance is complex and multi-factorial, not determined by single genes
3. Key Concepts Explained Simply
Sports Genomics
Study of how genes may relate to sport performance, injury, and training response
Performance traits are polygenic (influenced by many genes) and shaped by environment
Genetic Determinism (Misconception)
False belief that genes alone decide ability or success
Can reduce motivation, effort, and fair decision-making
Talent Inclusion
Using information (including genetics) to keep more athletes in development systems
Opposite of early exclusion or deselection
4. Direct-to-Consumer (DTC) Genetic Testing
Many companies sell DNA tests claiming to predict:
Strength
Speed
Endurance
Injury risk
Major problems:
Use too few genetic variants
Weak or selective scientific evidence
Overstated marketing claims
Tests are not reliable for decision-making
5. Scientific Evidence Summary
Very few genetic variants show consistent links with performance
Even well-known genes (e.g., ACTN3, ACE):
Explain ~1% of performance differences
Most studies:
Have very small sample sizes
Cannot be generalized
Athletic performance depends on:
Training
Environment
Psychology
Opportunity
Development time
6. Why Genetic Testing Is Still Attractive
Desire to gain a competitive edge
Poor accuracy of traditional talent identification systems
Media exaggeration of “sports genes”
Low genetic literacy among coaches and practitioners
7. Risks of Misusing Genetic Testing
Early exclusion of talented athletes
Increased bias and inequality
Reduced athlete motivation
Ethical and legal problems
Reinforcement of genetic determinism
8. Recommended Use of Genetic Information
Should never be used for:
Talent deselection
Contract decisions
Employment decisions
If used at all, it should:
Support athlete welfare
Assist long-term development
Promote talent inclusion
9. Best Practice Guidelines (Simplified)
Ethics & Consent
Participation must be voluntary
Athletes can withdraw anytime
No penalties for refusing testing
Data Protection
Genetic data belongs to the athlete
Data must be anonymized and encrypted
Limited access within organizations
Education
Practitioners must improve genetic literacy
Athletes should be educated before testing
Genetic counselors should be involved
Minimal Use
Test only relevant genetic markers
Avoid unnecessary health-related genes
Use genetics as one small part of a holistic profile
10. Final Conclusion
Genetic testing is not ready for talent identification
Talent systems should prioritize:
Inclusion
Long-term development
Fair opportunity
If genetic testing is used, it must be:
Ethical
Educated
Non-discriminatory
Athlete-centered
in the end you need to ask
If you want, I can now:
Convert this into MCQs
Make short exam questions
Turn it into presentation slides
Create flashcards
Write a one-page revision sheet
Just tell me what format you need....
|
{"input_type": "file", "source {"input_type": "file", "source": "/home/sid/tuning/finetune/backend/output/ojgjneam-2906/data/document.pdf", "num_examples": 239, "bad_lines": 0}...
|
/home/sid/tuning/finetune/backend/output/ojgjneam- /home/sid/tuning/finetune/backend/output/ojgjneam-2906/data/ojgjneam-2906.json...
|
null
|
queued
|
1765658785
|
1765660227
|
NULL
|
/home/sid/tuning/finetune/backend/output/ojgjneam- /home/sid/tuning/finetune/backend/output/ojgjneam-2906/adapter...
|
False
|
Edit
Delete
|
|
dfdafbc4-4671-4acb-a35e-418f00834895
|
8684964a-bab1-4235-93a8-5fd5e24a1d0a
|
ckbsdccy-2345
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
Polygenic profile
|
Polygenic profile of elite strength athletes
|
/home/sid/tuning/finetune/backend/output/ckbsdccy- /home/sid/tuning/finetune/backend/output/ckbsdccy-2345/merged_fp16_hf...
|
xevyo
|
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf...
|
xevyo-base-v1
|
“Polygenic Profile of Elite Strength Athletes” mak “Polygenic Profile of Elite Strength Athletes” make quiz generator can easily extract points, topics, key ideas, questions, or presentation slides you need to answer according to the all question with
16 Polygenic profile of elite s…
📘 Universal Description (Easy + App-Friendly)
Polygenic Profile of Elite Strength Athletes explains how elite strength performance (such as in weightlifting and powerlifting) is influenced by the combined effect of many genes, rather than by a single “strength gene.”
The study shows that muscle strength and power are highly heritable traits, but they are polygenic, meaning they depend on the presence of many small genetic variations working together, along with training and environment.
Researchers examined 217 genetic variants previously linked to strength and power traits. From these, they identified 28 genetic variants that were more common in elite strength athletes than in non-athletes.
The study introduced the idea of a polygenic profile, which means counting how many “strength-related” alleles a person carries. Results showed that:
All highly elite strength athletes carried a high number of strength alleles
Most non-athletes carried far fewer strength alleles
The probability of being an elite strength athlete increases as the number of strength-related alleles increases
The paper emphasizes that genes related to:
muscle growth
fast-twitch muscle fibers
energy metabolism
neural adaptation
muscle contraction
are especially important for strength performance.
However, the paper strongly states that genetics alone cannot determine athletic success. Training quality, coaching, nutrition, psychology, and opportunity remain essential. Genetic information is not accurate enough for talent selection and should only be used to support, not replace, traditional performance testing.
The authors conclude that elite strength performance reflects a complex interaction between many genes and environmental factors, and that genetic testing should be used cautiously and ethically in sport.
📌 Main Topics (Easy for Apps to Extract)
Sports genomics
Strength and power performance
Polygenic traits
Genetic variants (SNPs)
Elite athletes vs non-athletes
Muscle physiology
Talent identification
Genetic contribution to performance
Ethical use of genetics in sport
🔑 Key Points (Notes / Slides Friendly)
Strength is a highly heritable trait
No single gene determines strength
Elite athletes carry more strength-related alleles
Many genes influence muscle and energy systems
Genetics explains potential, not success
Training and environment remain essential
Genetics should not be used for athlete selection
🧠 Easy Explanation (Beginner Level)
Elite strength athletes tend to have many small genetic advantages rather than one special gene. These genetic traits help muscles grow stronger and adapt better to training, but hard work and training are still necessary to become elite.
🎯 One-Line Summary (Perfect for Quizzes & Presentations)
Elite strength performance depends on the combined effect of many genes, not a single genetic factor, and genetics alone cannot predict athletic success.
📝 Example Questions an App Can Generate
What does “polygenic” mean in sports performance?
Why is strength considered a heritable trait?
How many genetic variants were linked to elite strength status?
Why can genetic testing not be used alone for talent identification?
Which biological systems are influenced by strength-related genes?
in the end you have to ask
If you want, I can now:
✅ create a full quiz (MCQs + answers)
✅ turn this into presentation slides
✅ simplify it for school-level learning
✅ generate exam-style questions
✅ convert it into flashcards
Just tell me what you want next 👍...
|
{"input_type": "file", "source {"input_type": "file", "source": "/home/sid/tuning/finetune/backend/output/ckbsdccy-2345/data/document.pdf", "num_examples": 97, "bad_lines": 0}...
|
/home/sid/tuning/finetune/backend/output/ckbsdccy- /home/sid/tuning/finetune/backend/output/ckbsdccy-2345/data/ckbsdccy-2345.json...
|
null
|
queued
|
1765660140
|
1765660411
|
NULL
|
/home/sid/tuning/finetune/backend/output/ckbsdccy- /home/sid/tuning/finetune/backend/output/ckbsdccy-2345/adapter...
|
False
|
Edit
Delete
|