Clinical Guide for Alcohol Screening and Intervention Protocols

A clinical guide from the US Department of Health and Human Services, National Institutes of Health, and National Institute on Alcohol Abuse and Alcoholism. It outlines screening criteria for at-risk drinking, noting that about 3 in 10 U.S. adults drink at levels that elevate their risk for health problems. The guide is based on clinical trial evidence demonstrating the effectiveness of brief interventions.

Use Cases

• Training NLP models to identify clinical guideline language based on the structured advice for screening.
• Developing patient risk assessment tools based on the defined thresholds for at-risk drinking (e.g., >4 drinks/day for men).
• Modeling patient readiness for behavioral change based on the described motivational profiles of heavy drinkers.
• Analyzing the text of public health interventions based on the cited statistics about care quality and patient receptiveness.

Strengths

• Authored by authoritative U.S. government health agencies: US Department of Health and Human Services, NIH, and NIAAA.
• Includes specific, actionable clinical thresholds (e.g., >4 drinks/day for men, >3/day for women).
• Cites concrete statistics, such as about 3 in 10 U.S. adults being at-risk drinkers and only 10% of dependent patients receiving recommended care.

Limitations

• The underlying dataset or structured data referenced by the guide is not directly accessible; only the descriptive text is provided.
• Row count, columns, and file formats are unknown, which limits suitability assessment for direct ML use.
• Last update date is unknown; freshness unverified.

Provenance

Source

US Department of Health and Human Services; National Institutes of Health; National Institute on Alcohol Abuse and Alcoholism

Geography

United States (inferred from focus on U.S. adults)