Article

Early Detection of Polycystic Ovary Syndrome: A Systematic Evaluation of Machine Learning Models Using Clinical Parameters

2025-11-10

Abstract excerpt

<title>Abstract</title> <p>Polycystic Ovary Syndrome (PCOS) is a common but complex endocrine and metabolic disease that affects women of childbearing age. In severe cases, it can lead to infertility, recurrent miscarriage, pregnancy complications, and long-term cardiovascular and metabolic diseases. It is reported that the prevalence of PCOS in Asia can reach 31.3%, and more than 60% of women fail to be diagnose...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: b8e9ba56-4d39-554b-bd9f-cd297bcaad4a
DOI: 10.21203/rs.3.rs-8062488/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Early Detection of Polycystic Ovary Syndrome: A Systematic Evaluation of Machine Learning Models Using Clinical ParametersDOI 10.21203/rs.3.rs-8062488/v1Read

Predicting polycystic ovary syndrome (PCOS) with machine learning algorithms from electronic health recordsSemantic proximity Read

PCOS stratification for precision diagnostics and treatmentSemantic proximity Read

Establishment and Analysis of a Combined Diagnostic Model of Polycystic Ovary Syndrome with Random Forest and Artificial Neural NetworkSemantic proximity Read

Prevalence, Phenotypes, and Comorbidities of Polycystic Ovary Syndrome Among Indian Women.Semantic proximity Read

Demographic, clinical characteristics, polycystic ovarian syndrome phenotypes and predictors of anti-mullerian hormone among women with PCOS at a Fertility Center in Ghana: A 5-year retrospective studySemantic proximity Read

Identification of Potential Biomarkers of Polycystic Ovary Syndrome via Integrated Bioinformatics AnalysisSemantic proximity Read

Identification and replication of prediction models for ovulation, pregnancy and live birth in infertile women with polycystic ovary syndromeSemantic proximity Read

Polycystic ovary syndrome v.2023: Simplified diagnostic criteria for an East Asian phenotype.Semantic proximity Read

Development of machine learning models for diagnostic biomarker identification and immune cell infiltration analysis in PCOSSemantic proximity Read

A genome-wide association study of polycystic ovary syndrome identified from electronic health recordsSemantic proximity Read

Characterizing the Clinical and Genetic Spectrum of Polycystic Ovary Syndrome in Electronic Health RecordsSemantic proximity Read

Frequency of Phenotypes and their Clinical and Hormonal Characteristics of Polycystic Ovarian Syndrome.Semantic proximity Read