detector.py

pip install keybert
from keybert import KeyBERT

model = KeyBERT('all-MiniLM-L6-v2') 

#text = """
#The upcoming medical conference will feature discussions on diabetes management, cancer treatments, and innovative cures for various diseases. Experts will share their findings on the latest research in oncology and endocrinology.
#"""

text = """
The upcoming medical conference promises to be a landmark event in the healthcare sector, bringing together leading experts and researchers to discuss critical advancements in the fields of diabetes management, cancer treatments, and innovative cures for various diseases. Scheduled to take place from March 10-12, 2025, at the renowned Medical Research Institute in San Francisco, California, this conference aims to foster collaboration and knowledge sharing among healthcare professionals from around the globe.

Key Themes of the Conference

Diabetes Management
Diabetes remains one of the most pressing health challenges worldwide, affecting millions of individuals and placing significant burdens on healthcare systems. The conference will feature a dedicated track on diabetes management that will cover:

- Latest Research Findings: Experts will present their latest findings on glucose monitoring technologies, insulin delivery systems, and lifestyle interventions that can significantly improve patient outcomes.

- Innovative Therapies: Discussions will include emerging therapies such as GLP-1 receptor agonists and SGLT2 inhibitors, which have shown promise in managing Type 2 diabetes effectively.

- Patient-Centric Approaches: The importance of personalized care plans tailored to individual patient needs will be emphasized. Sessions will explore how technology, including telemedicine and mobile health applications, is transforming diabetes care.

Cancer Treatments
Cancer continues to be a leading cause of morbidity and mortality globally, necessitating ongoing research and innovation in treatment strategies. The oncology track at the conference will focus on:

- Cutting-Edge Research: Attendees will hear from prominent oncologists about recent breakthroughs in immunotherapy, targeted therapy, and combination treatments that are reshaping cancer care.

- Clinical Trials: Presentations will highlight ongoing clinical trials that are evaluating new drugs and treatment protocols. Participants will have opportunities to engage with researchers to understand the implications of these studies for clinical practice.

- Multidisciplinary Approaches: The conference will underscore the importance of a multidisciplinary approach in cancer treatment, bringing together oncologists, radiologists, surgeons, and palliative care specialists to discuss comprehensive care strategies.

Innovative Cures for Various Diseases
In addition to diabetes and cancer, the conference will explore innovative cures for a range of diseases. Key discussions will include:

- Gene Therapy: Experts will delve into advancements in gene editing technologies like CRISPR-Cas9 and their potential applications in treating genetic disorders.

- Regenerative Medicine: Sessions will focus on breakthroughs in stem cell research and tissue engineering that hold promise for repairing damaged organs and tissues.

- Global Health Initiatives: The conference will also address global health challenges such as infectious diseases and non-communicable diseases (NCDs), discussing innovative public health strategies aimed at prevention and treatment.

Networking Opportunities
Beyond the informative sessions, the conference provides ample networking opportunities for attendees. Participants can engage with peers during breakout sessions, panel discussions, and social events designed to foster collaboration. This environment encourages the exchange of ideas, experiences, and best practices that can lead to future partnerships in research and clinical practice.

Conclusion
In summary, the upcoming medical conference is set to be an essential event for healthcare professionals dedicated to advancing knowledge in diabetes management, cancer treatments, and innovative cures for various diseases. By bringing together experts from diverse fields, this conference aims not only to disseminate cutting-edge research but also to inspire collaboration that can drive meaningful improvements in patient care. Attendees can look forward to an engaging agenda filled with insightful presentations, interactive discussions, and opportunities to connect with leaders in medicine.
"""

keywords = model.extract_keywords(
    text,
    keyphrase_ngram_range=(1, 2), 
    #stop_words=None,
    stop_words=["the", "and", "on"],             
    top_n=15,                   
    diversity=1                  
)

print("Keywords:")
for keyword, score in keywords:
    print(f"{keyword} (Score: {score:.2f})")




Keywords:
conference diabetes (Score: 0.64)
diabetes management (Score: 0.60)
management diabetes (Score: 0.59)
diabetes care (Score: 0.57)
transforming diabetes (Score: 0.52)
diabetes effectively (Score: 0.51)
track diabetes (Score: 0.51)
diabetes (Score: 0.51)
diabetes cancer (Score: 0.50)
technologies insulin (Score: 0.48)
in diabetes (Score: 0.47)
to diabetes (Score: 0.47)
of diabetes (Score: 0.46)
type diabetes (Score: 0.45)
cancer conference (Score: 0.45)