Model: drewgenai/finetuned_arctic_ft
Author: drewgenai
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:8, 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:8, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: Snowflake/snowflake-arctic-embed-m
widget: source_sentence: How does the Work-Related Stress Scale (WRSS-8) assess the impact of workplace stress?
sentences: Linked Psychological & Physical Assessment
Chronic Pain Adjustment Index (CPAI-10)
The CPAI-10 evaluates the strategies people use to cope with chronic pain and adapt their
behaviors.
Assessment Questions:
I change my daily routine to reduce pain impact. (Scale: 0-5)
I mentally prepare myself before engaging in painful activities. (Scale: 0-5)
I use relaxation techniques to minimize pain perception. (Scale: 0-5)
I use breathing exercises to manage pain episodes. (Scale: 0-5)
I avoid specific physical activities that increase my pain. (Scale: 0-5)
Occupational Fatigue Index (OFI-7)
The OFI-7 assesses work-related exhaustion and its influence on cognitive and emotional
well-being.
Assessment Questions:
I feel exhausted after a standard workday. (Scale: 0-3)
I struggle to stay motivated due to workplace stress. (Scale: 0-3)
I feel overwhelmed when handling multiple responsibilities. (Scale: 0-3)
I find it difficult to disconnect from work-related concerns. (Scale: 0-3)
I experience sleep disturbances due to work-related stress. (Scale: 0-3)
Rational Decision-Making Test (RDMT-6)
The RDMT-6 evaluates logical reasoning and decision-making processes.
Assessment Questions:, Linked Psychological & Physical Assessment
Pain Coping Strategy Scale (PCSS-9)
The PCSS-9 measures how individuals adjust to chronic pain and its impact on their lifestyle, using
a structured 9-item scale.
Assessment Questions:
I change my daily routine to reduce pain impact. (Scale: 0-5)
I mentally prepare myself before engaging in painful activities. (Scale: 0-5)
I use relaxation techniques to minimize pain perception. (Scale: 0-5)
I focus on positive thinking to help manage pain. (Scale: 0-5)
Work-Related Stress Scale (WRSS-8)
The WRSS-8 evaluates work-induced stress and its psychological effects.
Assessment Questions:
I feel exhausted after a standard workday. (Scale: 0-3)
I struggle to stay motivated due to workplace stress. (Scale: 0-3)
I feel overwhelmed when handling multiple responsibilities. (Scale: 0-3)
I find it difficult to disconnect from work-related concerns. (Scale: 0-3)
Decision-Making Confidence Scale (DMCS-6)
The DMCS-6 evaluates confidence in making personal and professional decisions.
Assessment Questions:
I feel confident when making important decisions. (Scale: 0-3)
I second-guess myself often when making choices. (Scale: 0-3)
I trust my instincts when faced with uncertainty. (Scale: 0-3), Linked Psychological & Physical Assessment
Pain Coping Strategy Scale (PCSS-9)
The PCSS-9 measures how individuals adjust to chronic pain and its impact on their lifestyle, using
a structured 9-item scale.
Assessment Questions:
I change my daily routine to reduce pain impact. (Scale: 0-5)
I mentally prepare myself before engaging in painful activities. (Scale: 0-5)
I use relaxation techniques to minimize pain perception. (Scale: 0-5)
I focus on positive thinking to help manage pain. (Scale: 0-5)
Work-Related Stress Scale (WRSS-8)
The WRSS-8 evaluates work-induced stress and its psychological effects.
Assessment Questions:
I feel exhausted after a standard workday. (Scale: 0-3)
I struggle to stay motivated due to workplace stress. (Scale: 0-3)
I feel overwhelmed when handling multiple responsibilities. (Scale: 0-3)
I find it difficult to disconnect from work-related concerns. (Scale: 0-3)
Decision-Making Confidence Scale (DMCS-6)
The DMCS-6 evaluates confidence in making personal and professional decisions.
Assessment Questions:
I feel confident when making important decisions. (Scale: 0-3)
I second-guess myself often when making choices. (Scale: 0-3)
I trust my instincts when faced with uncertainty. (Scale: 0-3)
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: 1
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 1
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 1
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3333333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 1
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 1
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 1
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 1
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 1
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 1
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 11
Created: 2025-02-25 06:24:35