Model: lsy9874205/heal-protocol-embeddings
Author: lsy9874205
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:247936, loss:CosineSimilarityLoss, arxiv:1908.10084, base_model:sentence-transformers/all-MiniLM-L6-v2, base_model:finetune:sentence-transformers/all-MiniLM-L6-v2, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/all-MiniLM-L6-v2
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:247936, loss:CosineSimilarityLoss
base_model: sentence-transformers/all-MiniLM-L6-v2
widget: source_sentence: **Intervention costs**, including:
   - Medication costs
   - Provider time
   - Peer navigator time and expenses
   - Program administration
sentences: 4.2 Inclusion Criteria

Patients must meet all of the following inclusion criteria to be eligible for the study:, **MOUD Type**:
   - Methadone
   - Buprenorphine
   - Naltrexone, Pregnancy (pregnant patients will be referred to specialized obstetric addiction services), source_sentence: 4.2 Exclusion Criteria
sentences: 8.3 Follow-Up Visits, To assess retention in addiction treatment between study arms at 90 and 180 days post-randomization., ETHICAL CONSIDERATIONS, source_sentence: 8.3 Specific Safety Concerns and Monitoring
sentences: 11.1.2 Steering Committee

Composition:
- Executive Committee members
- Site investigators
- Patient/community representatives
- Key co-investigators

Responsibilities:
- Protocol revisions
- Implementation monitoring
- Recruitment oversight
- Review of study progress
- Addressing operational challenges, Chronic non-cancer pain (defined as pain lasting ≥3 months), Cancer-related pain (exception: patients with a history of cancer who are in remission for ≥5 years and whose pain is unrelated to cancer), source_sentence: 7.1 Randomization

Participants will be randomly assigned in a 1:1 ratio to receive either BUP-NX or XR-NTX using a computer-generated randomization sequence with permuted blocks of varying sizes. Randomization will be stratified by site and by opioid type (short-acting prescription opioids, heroin, or fentanyl as primary opioid of use).
sentences: **Privacy and Confidentiality**: There is a risk of breach of confidentiality or privacy related to the collection of sensitive information about substance use and mental health., 3.2 Study Sites

The study will be conducted at six Emergency Departments:, 3.4 Recruitment Strategy

Potential participants will be identified through:
- Referrals from emergency departments, hospital discharge planning, detoxification centers, and other healthcare providers
- Self-referral through community outreach and advertisements
- Screening of electronic health records to identify patients with OUD, source_sentence: To evaluate the cost-effectiveness of ED-initiated buprenorphine with peer navigator support compared to enhanced referral to treatment.
sentences: 12.1 Data Collection

Data will be collected using electronic case report forms (eCRFs) in a secure, web-based data management system. The system will include range checks, consistency checks, and validation rules to ensure data quality., Concerns about withdrawal precipitation, 11.1.2 Steering Committee

Composition:
- Executive Committee members
- Site investigators
- Patient/community representatives
- Key co-investigators

Responsibilities:
- Protocol revisions
- Implementation monitoring
- Recruitment oversight
- Review of study progress
- Addressing operational challenges
pipeline_tag: sentence-similarity
library_name: sentence-transformers
Likes: 0 | All-time downloads: 387
Created: 2025-03-06 14:31:22