Model: sepidnes/obesity-blog-ft-16c9c0d6-896a-4bae-84fa-a1aae1e1bb35
Author: sepidnes
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:122, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:Snowflake/snowflake-arctic-embed-m, base_model:finetune:Snowflake/snowflake-arctic-embed-m, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: Snowflake/snowflake-arctic-embed-m
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:122, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: Snowflake/snowflake-arctic-embed-m
widget: source_sentence: How can you return to the home page from the Definition of Obesity page?
sentences: Return To Home Page From Definition Of Obesity Page
















Lose Belly Fat Fast! Guaranteed Results Or Your Money Back. Click Here Now!, References:
[1] First human imaging studies with the EXPLORER total-body PET scanner. Badawi RD, Shi H, Hu P, Chen S, Xu T, Price PM, Ding Y, Spencer BA, Nardo L, Liu W, Bao J, Jones T, Li H, Cherry SR. J Nucl Med. 2019 Mar;60(3):299-303.
[2] Subsecond total-body imaging using ultrasensitive positron emission tomography. Zhang X, Cherry SR, Xie Z, Shi H, Badawi RD, Qi J. Proc Natl Acad Sci U S A. 2020 Feb 4;117(5):2265-2267.
[3] “United Imaging Healthcare uEXPLORER Total-body Scanner Cleared by FDA, Available in U.S. Early 2019.” Cision PR Newswire. January 22, 2019.
Links:
Positron Emission Tomography (PET) (NIH Clinical Center)
EXPLORER Total-Body PET Scanner (University of California, Davis)
Cherry Lab (UC Davis)
Badawi Lab (UC Davis Medical Center, Sacramento)
NIH Support: National Cancer Institute; National Institute of Biomedical Imaging and Bioengineering; Common Fund
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Facebook, of other complications including social stigmatization and isolation. Treatment choice? Diet, life style modifications, low intensity exercises, and bariatric surgery. If your BMI is within this range, do not procrastinate; see your doctor. Never give up hope or despair. Many with BMI of 62 and over have had successful treatment and regained their normal weight (BMI less than 30) after treatment, under qualified medical supervision. So pick up your phone now, and ring your doctor for an appointment. 
Do not let your perception or indeed definition of obesity be determined by your friends or comments made by other people. If 
you suspect that you have any of the grades of obesity described above, go and see your doctor.
 Start addressing the issue with expert support from a trained medical personnel. Don't suppose it is all
 your fault and that you should handle this problem yourself. You may be surprised by, source_sentence: What role do cytotoxic T cells play in cancer immunotherapy?
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            Tags: aging, blood type, brown fat, C. diff, cancer, cancer immunotherapy, cathepsin, cathepsin B, Clostridium difficile, coronavirus, COVID-19, cytotoxic T cells, diet, dietary supplements, DNA-PK, exercise, FDA, genes, HeLa cells, Henrietta Lacks, Henrietta Lacks Enhancing Cancer Research Act, Hutchinson-Gilford progeria syndrome, Ira Mellman, Jennifer Lippincott-Schwartz, lonafarnib, lung cells, memory, mitochondria, muscle, obesity, progeria, sam berns, T cells, trehalose, weight gain, Zokinvy 


10 Comments, These cytotoxic T cells are critical players in cancer immunotherapy, in which a patient’s own immune system is enlisted to control and, in some cases, even cure the cancer. Cancer immunotherapy remains a promising area of research that continues to progress, with a lot of attention now being focused on developing immunotherapies for common, solid tumors like breast cancer. Ritter is currently completing a postdoctoral fellowship in the laboratory of Ira Mellman, Genentech, South San Francisco. His focus has shifted to how cancer cells protect themselves from T cells. And video buffs—get this—Ritter says he’s now created even cooler videos that than the one in this post., obesity – NIH Director's Blog
























































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Saving Fat for Lean Times


Posted on February 28th, 2023 by Lawrence Tabak, D.D.S., Ph.D., source_sentence: What are some of the health risks associated with Grade I obesity?
sentences: Reference:
[1]  Brown adipose tissue is associated with cardiometabolic health. Becher T, Palanisamy S, Kramer DJ, Eljalby M, Marx SJ, Wibmer AG, Butler SD, Jiang CS, Vaughan R, Schöder H, Mark A, Cohen P. Nat Med. 2021 Jan;27(1):58-65.
Links:
Paul Cohen (The Rockefeller University, New York, NY)
Heiko Schöder (Memorial Sloan Kettering Cancer Center, NY)
Andreas Wibmer (Memorial Sloan Kettering Cancer Center, NY)
NIH Support: National Center for Advancing Translational Sciences
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Facebook, BMI For Adults. Flash Player 9 is required.  
The Body Mass Index, also called the  Quetelet index  is a measurement which  help to determine what weight is ideal for your height. It is calculated by dividing your  weight measured in kilograms by the square of your  height measured  in meters. To
 calculate your BMI for example, Measure your weight in Kg, and height 
in meters. What did you get? Now multiply the value of your height by your
 height again to get your height squared (for example 1.8m X 1.8m = 
3.24m) And then divide your weight (for example 80Kg) by the result 
(i.e. 80Kg ÷ 3.24 = 24.69). So if you weighed 80kg, and you are 
1.8meters tall, your BMI is 24.69 or 24.69Kg/m2. 
Not used to calculations in kilograms and meters? No
problem. You can calculate your BMI in pounds and inches easily too. To do
that, follow the following steps:How much do you weigh in pounds?  Multiply that by 703 (if you weigh 176 pounds, dangerous disease called obesity with its crippling effects.You
 will only require the use of medications or weight loss pills 
prescription by your doctor at BMI of 27 to 30 ONLY if you have already 
develop a complication of obesity. 
Grade I Obesity
Grade I obesity used to be termed simply as being obese in the old 
definition of obesity. You are said to be have Grade I obesity if:Your BMI is between 30 - 34.9Your
 risk of developing diabetes at this level dramatically increases from 5
 to 9 fold! So too is your risk of developing high blood pressure, high 
blood cholesterol, heart attack, stroke, and snoring at night, and not 
enjoying your sleep making you feel sleepy during the day.You
 need firm action here. Moderate to high intensity exercise, obesity 
diets, and lifestyle modifications as well as the introduction of weight
 loss pills is advocated  to overcome obesity at this level.
Grade II Obesity
Grade two or grade II obesity is what used to be referred to as, source_sentence: What does obesity depend on according to the context, and why is weight alone not a sufficient indicator?
sentences: But are people with more brown fat actually any healthier? After studying about 130,000 PET scans from more than 52,000 people, researchers led by Paul Cohen, The Rockefeller University Hospital, New York, NY, say that the answer is “yes” in certain key areas. In a recent study in the journal Nature Medicine, they found that people with detectable brown fat had a lower incidence of many cardiovascular and metabolic conditions, including type 2 diabetes, congestive heart failure, and high blood pressure., You are not obese simply because you weigh a lot. Obesity is
about the amount of fat accumulated in the body in relation to your height.  That is why you must not be quick to label yourself as obese, just because you weigh 180 pounds. If you are 6 feet tall, that may be a right weight for you! (BMI = 24.4).
Excessive amount of fat accumulation is dangerous.  To help decide when a person's  weight is too much, various ways of estimating
how "much fat is too much fat" has been developed. The most
widely known of these measurements is the BMI 
(a short hand for Body Mass Index). 
Other ways of measuring obesity include the use of :
Waist CircumferenceBody Fat Calipers DEXA Scans for Fat and Bone DensityBioelectric Impendence Testing Body fat MRI Water Displacement TestingBiopod
Many of these tests specifically aim to look at the
percentage of body fat, rather than your actual weight.  
The definition of obesity is based mostly on BMI measurement
for uniformity.  But what exactly is BMI, For people looking to improve their metabolic health, it’s a good idea to consult with a doctor before making significant changes to one’s eating habits. But the initial data from this study indicate that, in addition to exercising and limiting portion size, it might also pay to watch the clock.
References:
[1] Ten-hour time-restricted eating reduces weight, blood pressure, and atherogenic lipids in patients with metabolic syndrome. Wilkinson MJ, Manoogian ENC, Zadourian A, Lo H, Fakhouri S, Shoghi A, Wang X, Fleisher JG, Panda S, Taub PR. Cell Metab. 2019 Jan 7; 31: 1-13. Epub 2019 Dec 5. 
[2] Time-restricted feeding without reducing caloric intake prevents metabolic diseases in mice fed a high-fat diet. Hatori M, Vollmers C, Zarrinpar A, DiTacchio L, Bushong EA, Gill S, Leblanc M, Chaix A, Joens M, Fitzpatrick JA, Ellisman MH, Panda S. Cell Metab. 2012 Jun 6;15(6):848-60., source_sentence: What is the medical definition of obesity as described in the context?
sentences: Credit: Rupali Ugrankar, Henne Lab, University of Texas Southwestern Medical Center, Dallas
Humans and all multi-celled organisms, or metazoans, have evolved through millennia into a variety of competing shapes, sizes, and survival strategies. But all metazoans still share lots of intriguing cell biology, including the ability to store excess calories as fat. In fact, many researchers now consider fat-storing cells to be “nutrient sinks,” or good places for the body to stash excess sugars and lipids. Not only can these provide energy needed to survive a future famine, this is a good way to sequester extra molecules that could prove toxic to cells and organs.
Here’s something to think about the next time you skip a meal. Fat-storing cells organize their fat reserves spatially, grouping them into specific pools of lipid types, in order to generate needed energy when food is scarce., Ugrankar saw that during times of plenty, a protein machine could fill these small membrane-wrapped fat droplets with lots of triacylglycerol, a high-energy, durable form of fat storage. Their ready access at the surface of the adipocyte allows the fly to balance lipid storage locally with energy release into its blood in times of famine.
Ugrankar’s adeptness at the microscope resulted in this beautiful photo, which was earlier featured in the American Society for Cell Biology’s Green Fluorescent Protein Image and Video Contest. But her work and that of many others help to open a vital window into nutrition science and many critical mechanistic questions about the causes of obesity, insulin resistance, hyperglycemia, and even reduced lifespan., Definition of ObesityUnderstanding What It Truly Means To Be Obese
The best definition of obesity used by
doctors all over the world is "the accumulation of excessive body fat to
an extent that it adversely affects the health and well being of the
individual". The presence of excessive body fat or being overweight or
obese is usually determined by measuring the amount of weight you carry for
your height. This is called a measure of your BMI or body mass index. But what
exactly does this mean to you as an individual? What are the grades or degrees
of obesity and what treatment options exist for each grades or stages of
obesity? Let’s find out here.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy@1, cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@3, cosine_precision@5, cosine_precision@10, cosine_recall@1, cosine_recall@3, cosine_recall@5, cosine_recall@10, cosine_ndcg@10, cosine_mrr@10, cosine_map@100
model-index: name: SentenceTransformer based on Snowflake/snowflake-arctic-embed-m
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: Unknown
type: unknown
metrics: type: cosine_accuracy@1
value: 0.8214285714285714
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9642857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9642857142857143
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8214285714285714
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32142857142857145
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1928571428571429
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.10000000000000002
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8214285714285714
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9642857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9642857142857143
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.919607015993657
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8928571428571429
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8928571428571429
name: Cosine Map@100
verified: no
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Created: 2025-05-14 18:11:31