Model: kokojake/modernbert-embed-base-fitness-health-matryoshka-5-epochs-25k
Author: kokojake
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, modernbert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:23290, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:nomic-ai/modernbert-embed-base, base_model:finetune:nomic-ai/modernbert-embed-base, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: nomic-ai/modernbert-embed-base
Card metadata: language: en
license: apache-2.0
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:23290, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: nomic-ai/modernbert-embed-base
widget: source_sentence: Intervention 
Session 
time 
(mins)
Material resources 
Occupations 
(rehabilitation specialists)
Assistive products 
Equipment 
Consumables 
Activities of daily living Target: Activities of daily living (ADL)
Assessment of ADL
30
–
•	Utensils for activities of daily 
living
–
•	Occupational therapist 
•	Physiotherapist ADL training
30
–
•	Utensils for activities of daily 
living
•	Assistive products for toileting 
•	Assistive products for dressing
–
•	Occupational therapist •	Physiotherapist
Provision and training 
in the use of assistive 
products for self-care
30
•	Assistive products for toileting 
•	Assistive products for dressing
– –
•	Occupational therapist 
•	Physiotherapist
Modification of the home 
environment
60
•	Handrail/grab bar
•	Ramps
•	Measuring tape 
– •	Occupational therapist 
•	Physiotherapist
Education and vocation
Target: Work and employment
Vocational assessment
90
–
•	Work-related tools and 
equipment
– •	Occupational therapist
•	Social work and counselling 
professional
Vocational counselling, 
training and support
60
–
•	Work-related tools and 
equipment •	Information materials (e.g. 
flyers, brochures)
•	Occupational therapist
•	Social work and counselling 
professional
Self-management
Target: Self-management
Education, advice and
sentences: self-management education in rehabilitation, rehabilitation interventions for dementia due to Alzheimer's disease, comparison of treadmill and swimming exercise for DCM, source_sentence: correlations. However, no association was found between kidney 
stones and homeostatic dysregulation (p overall >0.05).
3.4 Association between healthy dietary 
scores and aging indicators We conducted an analysis to examine the association between 
healthy dietary scores and aging indicators listed in 
Supplementary Table S2. After adjusting for all covariates, 
we  observed significant negative associations between healthy dietary scores (the AHEI, DASHI, HEI-2020, and MEDI) and 
aging indicators (KDMAge, PhenoAge, homeostatic dysregulation, KDMAge accelerated aging, and PhenoAge accelerated aging). 
Additionally, the results of the multiple logistic regression analysis 
indicated that higher healthy dietary scores were associated with a decreased risk of accelerated aging, as shown by KDMAge and 
PhenoAge. Restricted cubic splines in Figure 3 visualize both linear 
and non-linear relationships between healthy dietary scores and aging indicators. KDMAge, PhenoAge, KDMAge accelerated 
aging, and PhenoAge accelerated aging all exhibited linear 
associations with the four dietary scores.
3.5 Aging indicators partially mediated the association between a healthy diet and 
kidney stones
We assessed the mediating effect in the association between 
kidney stones and a healthy diet using mediation analysis, with aging indicators as mediators (Supplementary Table S3). Our results suggest 
that the aging indicators KDMAge, PhenoAge, KDMAge accelerated 
aging, and PhenoAge accelerated aging significantly mediated the
sentences: Mental health assessment for Parkinson disease by psychologists, linear relationships between dietary scores and KDMAge PhenoAge, wrist joint fractures immobilization, source_sentence: •	Moisturizing product
•	Mouthpieces
•	Needles and syringes 
•	Nose clips
•	Nutritional diary
•	Oral anesthetic spray
•	Oral swabs •	Replaceable sticky electrode pads 
•	Speaking valve and tracheostomy 
cap
•	Specimen cup
•	Straws 
•	Syringes
•	Tissues •	Tongue depressor
•	Topical antiseptics
•	Tubing
•	Wound dressings
101
Assistive products (for prescription)
Equipment (for service facilities) Consumables (for service facilities)
•	Standing frames, adjustable
•	Walking frames/walkers
•	Wheelchair (manual or electrical)
•	Casting kit
•	Orthoses kit •	Splinting kit (static/dynamic)
•	Assistant support belt
•	Transfer boards/slide sheet
•	Foam rollers/wedges
•	Pillows
•	Treatment table •	Stools/small benches of varying 
height
•	(Functional) electrical stimulation kit
•	TENS Supply kit
•	Resistance bands 
•	Resistive exercise putty 
•	Weights •	Exercise mat
•	Exercise ball 
•	Balance board/cushion
•	Training stairs
•	Steps (stackable)
•	Ramps (temporary/mobile)
•	Mobile mirror
•	Parallel bar •	Timer
•	Cycle ergometer (arm or leg)
•	Upper limb workstation
•	Equipment for sport and recreational 
and leisure activities
•	Assistive products for recreational 
and leisure activities
sentences: assistive products for work and employment workstation adaptation, Wound dressings and topical antiseptics for injury care, Short-chain carbohydrates in grains and cereals, source_sentence: made little to no difference at other 
time-points;
	›
	improved health-related quality of life 
in the immediate term (small effect) 
and made little to no difference at other 
time-points; ›
	reduced catastrophic thinking in the 
immediate term (moderate effect); or
	›
	made little to no difference to pain or 
social participation at any time-point. In a single trial among older people, no 
benefits for pain or function were observed 
(very low certainty evidence).
Five trials reported on adverse events. A 
few serious adverse events were reported, although none was related to the SMT 
intervention. Three trials which examined 
adverse effects reported that they were 
commonly transient, ranged from mild 
to moderate severity and were related to musculoskeletal soreness and tiredness. 
No data on harms among older people were 
reported. 
•	 In the comparison of SMT with no 
intervention (four trials), benefits were observed for pain, function, health-related 
quality of life and psychological outcomes. 
However, since the certainty of the evidence 
was very low, it was uncertain whether SMT:
	› reduced pain and improved back-
specific function in the immediate term 
(moderate effects) and made little to no 
difference at other time-points;
	›
	improved general function in the immediate and short term (small to 
moderate effects) and made little to no 
difference at other time-points;
	›
	improved health-related quality in the 
immediate term (small effect);
sentences: impact of low FODMAP diet on bloating and pain in IBS patients, swallowing therapy tools and products, Adverse events of SMT in dietary science, source_sentence: CRONIN (Occupational therapist, USA); Diane DAMIANO (Physiotherapist, USA); Wouter de GROOTE (PRM physician, Belgium); Pamela ENDERBY (Speech and language therapist, United Kingdom); Darcy 
FEHLINGS (Developmental pediatrician/Clinician scientist, Canada); Charne FERIS (Occupational therapist, Namibia); Ferdiliza Dandah GARCIA (Speech pathologist and medical doctor, Philippines); Mohammad Mohinul ISLAM (Physiotherapist, Bangladesh); Heakyung KIM (PRM physician, USA); Pavlina PSYCHOULI (Occupational therapist, Greece); Mehdi RASSAFIANI (Occupational therapist, Islamic Republic of Iran); Gillian SALOOJEE (Physiotherapist, South Africa); Abena TANNOR (PRM physician/
Family medicine, Ghana).
Members of the peer review group An MIHEE (Physiotherapist, Republic of Korea); Uthman Olayiwola ANJORIN (Physiotherapist, Nigeria); Merce AVELLANET (PRM physician, Andorra); Marie BRIEN (Physiotherapist, Canada); Annemieke BUIZER
sentences: Developmental pediatrician research and studies, materials needed for plaster of Paris casts, impact of client medications on exercise responses
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: ModernBERT Embed base fitness health Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.5370942812982998
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5374806800618238
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5374806800618238
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5664605873261206
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5370942812982998
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5372230808861412
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.5372488408037095
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.48898763523956723
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.032969689163661345
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.09892838742916021
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.1648870856946591
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.29061909668555724
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5034792038193298
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5420530654301913
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.3249220491378387
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 512
type: dim_512
metrics: type: cosine_accuracy@1
value: 0.5312982998454405
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5312982998454405
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5312982998454405
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5618238021638331
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5312982998454405
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5312982998454405
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.5312982998454405
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.4845440494590417
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.032712089987978706
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.09813626996393612
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.1635604499398935
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.2885840631976644
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4986060701912577
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.536385883565173
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.32255571092212365
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 256
type: dim_256
metrics: type: cosine_accuracy@1
value: 0.5162287480680062
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5162287480680062
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5162287480680062
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5498454404945904
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5162287480680062
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5162287480680062
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.5162287480680062
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.4728748068006182
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.03184054611025245
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.09552163833075734
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.15920273055126222
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.2826893353941267
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4859196209845146
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5218154301906238
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.31600673687689496
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 128
type: dim_128
metrics: type: cosine_accuracy@1
value: 0.49265842349304484
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.49265842349304484
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.49304482225656876
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5193199381761978
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.49265842349304484
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.49265842349304484
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.4927357032457496
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.44837712519319944
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.030391550747037612
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.09117465224111283
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.15200927357032457
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.2676391035548686
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4617161176693884
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4971342091705308
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.3035061522343962
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 64
type: dim_64
metrics: type: cosine_accuracy@1
value: 0.42619783616692425
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.42619783616692425
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.42619783616692425
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.45904173106646057
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.42619783616692425
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4259402369912416
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.42604327666151465
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.39316074188562594
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.026257942641250212
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.0787223080886141
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.13123819337111453
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.23491971492357888
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4030993901354209
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4316718186501803
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.2688982568901479
name: Cosine Map@100
verified: no
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Created: 2025-04-11 03:29:16