Model: kokojake/modernbert-embed-base-fitness-health-matryoshka
Author: kokojake
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, modernbert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:11518, 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:11518, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: nomic-ai/modernbert-embed-base
widget: source_sentence: = little to no difference (low certainty)
 	
= little to no difference (moderate certainty)
= benefit that meets threshold for clinically important difference (very low certainty) = benefit that meets threshold for clinically important difference (low certainty)
	
= benefit that meets threshold for clinically important difference (moderate certainty).
53
4. Evidence and recommendations
Intervention class B: Physical interventions •	 In the comparison of any structured 
exercise programme with usual care  
(6 trials), trivial benefits were observed for 
pain and function. Since the certainty of the 
evidence was very low for other time-points and outcomes, it was uncertain whether 
any structured exercise programme: 
	›
	decreased pain in the immediate term 
(trivial effect);
	›
	made little to no difference to pain in the short term or long term;
	›
	improved function in the immediate 
term (trivial effect);
	›
	made little to no difference to function 
in the short term; or
	› improved function in the long term. 
In the two trials on older people, trivial 
benefit was observed for function. Since the 
certainty of the evidence was very low, it was uncertain whether any structured exercise 
programme:
	›
	made little to no difference to pain in 
the immediate term (2 trials) or short 
term (1 trial);
	› improved function the immediate term 
(trivial effect, 2 trials); or
	›
	made little to no difference to function 
in the short term (1 trial).
In the two trials that monitored harms,
sentences: voice functions assessment techniques and impairments, physiotherapy exercises for patients with casts, effectiveness of exercise on function in older adults, source_sentence: Material resources 
Occupations 
(rehabilitation specialists) 
Assistive products
Equipment 
Consumables 
 Cardio­vascular and immunological functions
Target: Oedema control
Assessment of oedema 10
–
•	Measuring tape
–
•	Nursing professional
•	Occupational therapist
•	Physiotherapist 
•	Specialist medical practitioner/
PRM physician
Range of motion exercises
15 –
•	Treatment table
–
•	Occupational therapist 
•	Physiotherapist 
Retrograde massage
30
–
•	Treatment table
•	Pillows •	Foam rollers/wedges
•	Compression bandages
•	Massage lotion
•	Occupational therapist
•	Physiotherapist
Positioning for oedema 
control
10
– •	Pillows
•	Foam rollers/wedges
–
•	Nursing professional
•	Occupational therapist
•	Physiotherapist
Provision and training 
in the use of assistive products for compression 
therapy
15
•	Products for compression 
therapy (garments, sockets, 
bandages)
–
–
•	Nursing professional 
•	Occupational therapist •	Physiotherapist 
Motor functions and mobility
Target: Mobility of joint functions
Assessment of joint 
mobility
10
–
•	Treatment table
•	Goniometer
•	Measuring tape
–
sentences: role of occupational therapists in oedema management, protective measures during plaster application plastic sheeting, materials needed for adult fracture immobilization with POP, source_sentence: benefits offered.
•	 There are potentially serious adverse events 
associated with SNRI antidepressants 
among older people, including 
hyponatraemia, memory impairment, 
gastrointestinal events and falls, without evidence of benefit. 
127
4. Evidence and recommendations
Intervention class D: Medicines
	›
It was uncertain whether SNRI 
antidepressants made little to no 
difference to work-related outcomes (low to very low certainty evidence).
Harms were monitored across the trials and 
were identified for nausea, constipation, 
dizziness and somnolence.
	›
	SNRI antidepressants were probably associated with a large increase in the 
likelihood of discontinuation due to 
adverse events, nausea, constipation, 
dizziness and somnolence (moderate 
certainty evidence). 
	› It was uncertain whether SNRI 
antidepressants were associated with 
a small increased likelihood of serious 
adverse events (very low certainty 
evidence).
•	 In the comparison of SNRI antidepressants (treatment duration < 12 weeks) with 
placebo (5 trials, 263 participants), the 
certainty of evidence was very low. It was 
uncertain whether SNRI antidepressants made little to no difference to pain or 
psychological well-being at < 1 month or at 
1–3 months; or to function or quality of life 
at 1–3 months. Harms were monitored in the included 
trials, however, the certainty of evidence 
was very low. It was therefore uncertain 
whether SNRI antidepressants:
	›
increased the likelihood of treatment
sentences: does organic milk have more n-3 PUFA than non-organic, evidence-based recommendations for chronic low back pain management, SNRI antidepressants and work-related outcomes evidence, source_sentence: Assessment of mobilityb
Mobility training (incl. wheelchair skills 
training)b
Functional positioningb
Provision and training in the use of assistive 
products for mobilityb
Assessment of hand and arm usec Functional training for hand and arm usec
Exercise and 
fitness
Assessment of exercise capacityb
Fitness trainingb
Activity of daily 
living
Assessment of activities of daily living 
(ADL)b ADL trainingb
Provision and training in the use of assistive 
products for self-careb
Modification of the home environmentb
[cont.]
82
Assessmentsa
Interventionsa
Interpersonal interactions and 
relationships
Assessment of interpersonal interactions 
and relationshipsb
Psychological support/counsellingb
Education and 
vocation
Educational assessmentk
Educational counselling, training, and supportk Modification of the school environmentk Vocational assessmentj
Vocational counselling, training, and supportd
Provision and training in the use of assistive 
products for workd
Modification of the workplace environmentd
Community 
and social life Assessment of participation in 
community and social lifeb
Participation focused interventionsb
Peer supportb
Lifestyle 
modification
Assessment of lifestyle risk factorsb
Education and advice on healthy lifestyleb
Self-
management Education, advice and support for self-
management of the health conditionb
Education and advice on self-directed 
exercisesb
Carer and 
family support
Assessment of carer and family needsl
sentences: adverse events in dietary and exercise interventions, ACSM-CPT certification details, assistive products for daily living activities, source_sentence: facilitate publication;
• Mobilise academic expertise for 
developing training programmes and 
mobilising trainers.
	 Weigh in on the debate around issues 
related to rehabilitation promotion and funding, promote best practices to 
influence policies that favour access 
to rehabilitation services and thereby 
move toward advocacy actions.
48
Users,
Disabled people’s
organisations
Service
providers
Decision-makers User 
groups
Local
authorities
Ministry of 
Health, Ministry 
of Social Action,
etc.
United Nations 
(WHO, etc.)
Hospitals, 
Reference
rehabilitation centre
Professional 
associations
Service provider groups
Training institutes
Community- 
based Services
Federation
and national
  associations
Hospital, 
Health 
care centres Network: actors that can be mobilised for physical  
and functional rehabilitation
International
National
Local
Institutional donors
Facilitation organisations* * Organisations (IOs, NGOs, etc.), agencies, universities and research centres that facilitate the existence of physical 
and functional rehabilitation via national or international projects.
International 
     consortia (IDDC, etc.)
                   International
                    networks 
          (CBR, WCPT, 
     WFOT, ISPO,
FATO, etc.)
Levels of intervention © Handicap International, 2013
 
 
49
 Intervention.
 modalities .
The Unit has technical resources specifically 
positioned to be able to reach the maximum
sentences: risks of yo-yo dieting and heart disease, training programmes for rehabilitation professionals, long-term effects of mobility assistive products on chronic low back pain
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: 0.47890625
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.47890625
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.47890625
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.521875
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.47890625
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.47890625
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.47890625
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.439453125
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.060052083333333325
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.18015625000000002
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3002604166666667
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5134114583333333
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.49903613322071383
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4860677083333333
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5680816897290807
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: 0.47421875
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.47421875
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.47421875
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5140625
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.47421875
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.47421875
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.47421875
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.436171875
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.058958333333333335
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.17687499999999998
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.2947916666666667
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5077864583333334
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4934297397023317
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4808268229166666
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5631677376472394
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: 0.45546875
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.45546875
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.45546875
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.496875
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.45546875
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.45546875
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.45546875
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.41875
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.05701822916666667
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.1710546875
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.2850911458333333
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.4881510416666666
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.47460494952644156
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4623697916666667
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5446289971505553
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: 0.43515625
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.43515625
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.43515625
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.47265625
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.43515625
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.43515625
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.43515625
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.398828125
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.05451822916666667
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.1635546875
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.2725911458333333
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.4639322916666666
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4521791896913678
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.44140625000000017
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5207625038942943
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: 0.39453125
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.39453125
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.39453125
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.4296875
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.39453125
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.39453125
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.39453125
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.359765625
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.049895833333333334
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.1496875
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.2494791666666667
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.4223958333333333
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4108797528312945
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.40039062500000033
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.4763475810083717
name: Cosine Map@100
verified: no
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Created: 2025-04-09 22:06:21