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Record W3127720553 · doi:10.26443/mjm.v2i2.592

Health Care Access and Utilization by Homeless Adolescents in New York City

2020· article· en· W3127720553 on OpenAlexvenueno aff
Michael S. Irwig

Bibliographic record

VenueMcGill Journal of Medicine · 2020
Typearticle
Languageen
FieldHealth Professions
TopicHomelessness and Social Issues
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineHealth careFamily medicineCommunity health centerPopulationCommunity healthGerontologyPublic healthNursingEnvironmental health

Abstract

fetched live from OpenAlex

To date, little data has been collected from homeless adolescents regarding their access to, and utilization of, health care. In this study, 68 adolescents aged 16-25 were interviewed after being randomly selected from among those who came to a drop-in center for homeless youth in New York City in July 1996. The interviews followed a standardized questionnaire designed to collect demographic information as well as to assess past and current use of medical services. Prior to homelessness, 68% of subjects had been utilizing medical services on a regular basis, and the principal sources of care were as follows: hospital clinics, 51%; community health centers, 33%; and private physician offices, 22% (with more than one facility utilized in some cases). By contrast, 90% of participants reported having received care during homelessness, 68% of whom obtained regular health care at shelters, 32% at drop-in centers, and 25% at hospital clinics. Despite the fact that 42.4% of the sample was covered by health insurance at the time of interview, only 10% of subjects reported having ever been denied health care at any facility visited. Taken together, these findings suggest that, in the population studied, an increase in the percentage of adolescents regularly utilizing medical services occurs upon homelessness, coincident with a shift in utilization from hospital clinics and community health centers to shelters and drop-in centers. These results clearly warrant further study on the access and utilization of health care by homeless adolescents. If substantiated, the present findings call fo renewed efforts toward optimizing health care delivery to homeless adolescents at shelters, drop-in-centers, and other such facilities where these individuals utilize medical resources most frequently.

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)0.000
metaresearch head score (Gemma)0.001
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.103
Threshold uncertainty score0.206

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.209
GPT teacher head0.471
Teacher spread0.262 · 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

Citations1
Published2020
Admission routes1
Has abstractyes

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