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Record W1585940545

Benefit-Cost Analysis of Brief Intervention to Reduce College Alcohol Abuse

2007· article· en· W1585940545 on OpenAlexaboutno aff
Marlon P. Mundt, Larissa I. Zakletskaia

Bibliographic record

VenueSSRN Electronic Journal · 2007
Typearticle
Languageen
FieldMedicine
TopicSubstance Abuse Treatment and Outcomes
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineIntervention (counseling)Brief interventionPsychological interventionRandomized controlled trialEmergency departmentAlcohol abuseBinge drinkingHealth careFamily medicinePoison controlSuicide preventionEnvironmental healthMedical emergencyPsychiatry
DOInot available

Abstract

fetched live from OpenAlex

Rationale: Excessive alcohol consumption among college students leads to serious consequences (e.g. fatal and non-fatal injuries, alcohol poisoning, blackouts, academic failures, violence, rape, assault, unintended pregnancy, sexually transmitted diseases, property damage, and diminished job prospects). Brief alcohol interventions delivered by health care providers have a proven efficacy record, but the economic benefits among college students have not been compared to costs. Objective: Benefit-cost analysis of an ongoing NIH-funded randomized controlled trial of brief alcohol intervention (The CHIPS Project) for at-risk college drinkers at four US and one Canadian university. Methodology: Staff time, facilities, and material costs of screening and brief intervention are compared to reductions in costs of hospital care, emergency response, urgent care treatment and transportation to detoxification centers in the 6 months after randomization. Bootstrap analysis is conducted to form a benefit-cost ratio and confidence interval. Results: 12,900 students entering health services centers at the five participating sites were screened for at-risk alcohol consumption. 4,512 (35%) students screened positive for at-risk drinking, 2,090 completed a face-to-face baseline assessment interview and 986 were randomly assigned to the control or experimental arm of the study. The cost of screening and brief intervention was $106,900, or $217 per study patient. Screening costs accounted for 41% ($44,242) of the total cost with an average of 13.1 screenings per intervention subject enrolled. 24-month follow-up is ongoing, but 6-month results are reported here. At 6-months post-randomization, the hospital, emergency department, and urgent care costs of the intervention subjects was $614 per subject, compared to $491 per subject for controls. The benefit-cost ratio is negative. Conclusions: The CHIPS brief alcohol college intervention did not result in medical care utilization savings. Societal costs and benefits are left for further investigation. This is the first benefit-cost analysis of brief alcohol intervention in a college health care setting.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.011
metaresearch head score (Gemma)0.031
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.060

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.031
Meta-epidemiology (narrow)0.0030.001
Meta-epidemiology (broad)0.0030.008
Bibliometrics0.0030.002
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0020.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0120.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.017
GPT teacher head0.316
Teacher spread0.299 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2007
Admission routes1
Has abstractyes

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