Model: kokojake/modernbert-embed-base-fitness-health-matryoshka-8-epochs
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:kokojake/modernbert-embed-base-fitness-health-matryoshka, base_model:finetune:kokojake/modernbert-embed-base-fitness-health-matryoshka, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: kokojake/modernbert-embed-base-fitness-health-matryoshka
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: kokojake/modernbert-embed-base-fitness-health-matryoshka
widget: source_sentence: fried foods, “junk” foods, and should be closely monitored by a physician (Malinowski 
2019).
sentences: gait pattern assessment tools for rehabilitation, anti-aging benefits of leafy greens and berries, dietary risks of fried foods, source_sentence: options rather than serve as stand-alone 
interventions.
Annex 3 (Table C3) provides a summary of the 
judgements made by the GDG for each EtD 
domain.
65
sentences: stand-alone vs complementary interventions, physiotherapist role in exercise training, bandage types and quantities for orthopedic casting, source_sentence: and using coping strategies and applied relaxation; that is, integrating the components 
of operant, respondent and cognitive therapies. Goal-setting and activity increases are encouraged as the basis of CBT to reduce feelings of helplessness and help the person gain 
control over their pain experience.
C.4
Cognitive behavioural therapy
Remarks •	 Depression, anxiety, stress and other 
mental conditions are common 
comorbidities in adults with CPLBP, but 
may not affect all people with CPLBP. 
Person-centred assessment with respect and dignity is required to diagnose and 
manage these conditions. WHO provides 
mhGAP recommendations for different 
psychological interventions, which may 
be of benefit to people with CPLBP and 
Recommendation Cognitive behavioural therapy (CBT) may be offered as part of care to adults, including 
older people, with CPLBP
(conditional recommendation in favour of use, very low certainty evidence). comorbid mental disorders in non-specialist 
health settings.
•	 When CBT is offered to people with CPLBP, 
it should be considered as part of a broader suite of effective treatments (i.e. not offered 
as a single intervention in isolation), based 
on a biopsychosocial assessment.
103
4. Evidence and recommendations
Intervention class C: Psychological interventions Quantitative review
 
Characteristics of the evidence
Cognitive behavioural therapy (CBT) was 
evaluated in 30 trials compared with no 
intervention (25 trials; n=3636) and with usual
sentences: WHO guidelines on cannabis health risks, medical referral vs prescription in rehabilitation, CBT as part of biopsychosocial treatment for low back pain, source_sentence: QUICK FACTS
Maternal health concerns the health and wellbeing of mothers from before 
pregnancy (pre-conception), during pregnancy (ante-natal), during and
sentences: cancer rehabilitation for cognitive and psychological problems, dietary plan for spinal cord injury recovery, mothers health and wellbeing during pregnancy, source_sentence: With this policy paper we offer our teams and partners the basis for understanding what we 
believe physical and functional rehabilitation covers today. While we can look back and see how far we have come, we are also aware of the changes we have yet to go through. Hence it 
highlights the directions we will be taking in the coming years, for example the user-centred approach, the quality and sustainability of services in developing countries, improving the 
professional training process, and connecting with user groups.
We have a small, highly-motivated and ambitious team that, with limited resources (always too limited!), manages daily tours-de-force to improve our practices, capitalise, train, 
innovate, structure and improve the position of physical and functional rehabilitation in the world. This document follows naturally from that, highlighting how the medical field plays an 
essential role in enhancing the social participation of people with disabilities. The beneficiary becomes a new participant in his own health, allowing him to be a stakeholder in building the 
societies of today and tomorrow.
Thanks to all who contributed, and happy reading.
sentences: selection and adjustment of assistive products for patient independence, role of medical field in social participation for disabilities, medicine administration and safe intake education
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: 0.52109375
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.52109375
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.52109375
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5578125
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.52109375
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.52109375
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.52109375
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.475390625
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.06490885416666667
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.1947265625
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.32454427083333337
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5486979166666667
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5375456579641102
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5272135416666668
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6059636299760154
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: 0.50625
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.50625
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.50625
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.54609375
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.50625
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5057291666666666
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.505625
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.46109375
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.06358072916666666
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.1904296875
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3172786458333333
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5347916666666667
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.523306896083114
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.512890625
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5950050878601095
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: 0.4859375
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4859375
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4859375
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.52265625
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.4859375
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4859375
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.4859375
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.44070312500000003
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.061236979166666664
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.18371093749999998
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.30618489583333336
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5120572916666667
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5017312451242495
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4920572916666667
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5785269796891033
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: 0.46875
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.46875
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.46875
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.50703125
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.46875
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.46875
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.46859375
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.43
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.05842447916666667
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.1752734375
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.29196614583333336
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.49627604166666667
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.48536653343477837
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4751116071428572
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5618271707101548
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: 0.4140625
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4140625
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4140625
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.45859375
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.4140625
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4140625
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.4140625
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.3875
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.05115885416666667
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.1534765625
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.25579427083333334
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.4471354166666667
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.43385064907280124
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.42148437500000024
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5067856252772207
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 5
Created: 2025-04-09 23:07:17