ArticleAMIA ... Annual Symposium proceedings. AMIA Symposium2017
Detecting Opioid-Related Aberrant Behavior using Natural Language Processing.
Article in AMIA ... Annual Symposium proceedings. AMIA Symposium, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 2 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
19 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Extracting social determinants of health from electronic health records using natural language processing: a systematic review.Journal of the American Medical Informatics Association : JAMIA · 2021Pooled it
- Can antiepileptic efficacy and epilepsy variables be studied from electronic health records? A review of current approaches.Seizure · 2021Pooled it
- Artificial Intelligence for Opioid Safety Surveillance from Clinical Text: A Clinically Focused Review.Journal of clinical medicine · 2026Review
- Natural Language Processing for Substance Use Disorder Information Extraction: A Systematic Literature Review.Current addiction reports · 2026Review
- Enhancing substance use detection in clinical notes with large language models.Drug and alcohol dependence · 2025Article
- Enhancing Substance Use Detection in Clinical Notes with Large Language Models.Research square · 2025Article
- Occurrence of Opioid-Related Neurocognitive Symptoms Associated With Long-term Opioid Therapy.The Clinical journal of pain · 2025Article
- Detecting Opioid Use Disorder in Health Claims Data With Positive Unlabeled Learning.IEEE journal of biomedical and health informatics · 2025Article
- ODD: A Benchmark Dataset for the Natural Language Processing Based Opioid Related Aberrant Behavior Detection.Proceedings of the conference. Association for Computational Linguistics. North American Chapter. Meeting · 2024Article
- Question-answering system extracts information on injection drug use from clinical notes.Communications medicine · 2024Article
- Developing a Framework to Infer Opioid Use Disorder Severity From Clinical Notes to Inform Natural Language Processing Methods: Characterization Study.JMIR mental health · 2024Article
- Natural Language Processing and Machine Learning to Identify People Who Inject Drugs in Electronic Health Records.Open forum infectious diseases · 2022Article
- Development and Validation of Machine Models Using Natural Language Processing to Classify Substances Involved in Overdose Deaths.JAMA network open · 2022Article
- Classifying Characteristics of Opioid Use Disorder From Hospital Discharge Summaries Using Natural Language Processing.Frontiers in public health · 2022Article
- Publicly available machine learning models for identifying opioid misuse from the clinical notes of hospitalized patients.BMC medical informatics and decision making · 2020Observational
- Using Natural Language Processing and Machine Learning to Identify Hospitalized Patients with Opioid Use Disorder.AMIA ... Annual Symposium proceedings. AMIA Symposium · 2020Article
- Development and application of a high throughput natural language processing architecture to convert all clinical documents in a clinical data warehouse into standardized medical vocabularies.Journal of the American Medical Informatics Association : JAMIA · 2019Article
- Social Media Based Analysis of Opioid Epidemic Using Reddit.AMIA ... Annual Symposium proceedings. AMIA Symposium · 2018Article
- Balancing Model Complexity and Clinical Deployability in Deep Learning for Sociodemographic Information Extraction.Journal of primary care & community healthArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The United States is in the midst of a prescription opioid epidemic, with the number of yearly opioid-related overdose deaths increasing almost fourfold since 2000
Indexed as
Identifiers
29854186PMC5977697What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.